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yqsong
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SONG, Yangqiu
宋陽秋

(PhD Tsinghua University)

Phone: (852) 2358 6987
Email: yqsong@ust.hk
Office: Room 3508

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Associate Professor



Biography

Prof. Song is an assistant professor at Department of CSE with a joint appointment at Math Department at HKUST. He was an assistant professor at Lane Department of CSEE at WVU (2015-2016); a post-doc researcher at UIUC (2013-2015), a post-doc researcher at HKUST and visiting researcher at Huawei Noah's Ark Lab, Hong Kong (2012-2013); an associate researcher at Microsoft Research Asia (2010-2012); a staff researcher at IBM Research-China (2009-2010). He received my B.E. and Ph.D. degree from Tsinghua University, China, in July 2003 and January 2009. He also worked as interns at Google in 2007-2008 and at IBM Research-China in 2006-2007.

Research Interests

Knowledge graph, text mining, information extraction, machine learning

Selected Publications

  Article

  1. The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning
    • Author(s): Zheng, Tianshi; Chen, Yixiang; Li, Chengxi; Li, Chunyang; Zong, Qing; Shi, Haochen; Xu, Baixuan; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Transactions on Machine Learning Research, v. 2025-November
    • Year: 2025

  2. Learning Federated Neural Graph Databases for Answering Complex Queries from Distributed Knowledge Graphs
    • Author(s): Hu, Qi; Jiang, Weifeng; Li, Haoran; Wang, Zihao; Bai, Jiaxin; Mao, Qianren; Song, Yangqiu; Fan, Lixin; Li, Jianxin
    • Source: Transactions on Machine Learning Research, v. 2025-July
    • Year: 2025

  3. Top Ten Challenges Towards Agentic Neural Graph Databases
    • Author(s): Bai, Jiaxin; Wang, Zihao; Zhou, Yukun; Yin, Hang; Fei, Weizhi; Hu, Qi; Deng, Zheye; Cheng, Jiayang; Zheng, Tianshi; Tsang, Hong Ting; Gao, Yisen; Xie, Zhongwei; Li, Yufei; Fan, Lixin; Yuan, Binhang; Wang, Wei; Chen, Lei; Zhou, Xiaofang; Song, Yangqiu
    • Source: IEEE Data Engineering Bulletin, v. 49, (1), March 2025, p. 104-123
    • Year: 2025

  4. Editorial for Special Issue on Commonsense Knowledge and Reasoning: Representation, Acquisition and Applications
    • Author(s): Liu, Kang; Song, Yangqiu; Pan, Jeff Z.
    • Source: Machine Intelligence Research, v. 21, (2), p. 215-216
    • Year: 2024

  5. Meta-path based proximity learning in heterogeneous information networks
    • Author(s): Xiao, Wenyi; Zhao, Huan; Zheng, Vincent W.; Song, Yangqiu
    • Source: Data Mining and Knowledge Discovery, v. 39, (1), December 2024, article number 8
    • Year: 2024

  6. Acquiring and modeling abstract commonsense knowledge via conceptualization
    • Author(s): He, Mutian; Fang, Tianqing; Wang, Weiqi; Song, Yangqiu
    • Source: Artificial Intelligence, v. 333, August 2024, article number 104149
    • Year: 2024

  7. Deep learning analysis of smart meter data from a small sample of room air conditioners facilitates routine assessment of their operational efficiency
    • Author(s): Wang, Weiqi; Zhou, Zixuan; Derrible, Sybil; Song, Yangqiu; Lu, Zhongming
    • Source: Energy and AI, v. 16, May 2024, article number 100338
    • Year: 2024

  8. Sequential Query Encoding for Complex Query Answering on Knowledge Graphs
    • Author(s): Bai, Jiaxin; Zheng, Tianshi; Song, Yangqiu
    • Source: Transactions on Machine Learning Research, v. 2023, June 2023
    • Year: 2023

  9. BEKG: A built environment knowledge graph
    • Author(s): Yang, Xiaojun; Zhong, Haoyu; Wang, Zhengdong; Du, Penglin; Zhou, Keyi; Zhou, Heping; Lai, Xingjin; Lau, Yik Lun; Song, Yangqiu; Tang, Liyaning
    • Source: Building Research and Information, 2 August 2023, p. 1-19
    • Year: 2023

  10. Introduction to the Special Issue on the Federated Learning: Algorithms, Systems, and Applications: Part 1
    • Author(s): Yang, Qiang; Tong, Yongxin; Liu, Yang; Song, Yangqiu; Peng, Hao; Faltings, Boi
    • Source: ACM Transactions on Intelligent Systems and Technology, v. 13, (4), article number 52
    • Year: 2022

  11. Preface to Federated Learning: Algorithms, Systems, and Applications: Part 2
    • Author(s): Yang, Qiang; Tong, Yongxin; Liu, Yang; Song, Yangqiu; Peng, Hao; Faltings, Boi
    • Source: ACM Transactions on Intelligent Systems and Technology, v. 13, (5), article number 69
    • Year: 2022

  12. BiGCN: A bi-directional low-pass filtering graph neural network
    • Author(s): Chen, Zhixian; Ma, Tengfei; Jin, Zhihua; Song, Yangqiu; Wang, Yang
    • Source: Analysis and Applications, v. 20, (6), November 2022, p. 1193-1214
    • Year: 2022

  13. KG4Vis: A Knowledge Graph-Based Approach for Visualization Recommendation
    • Author(s): Li, Haotian; Wang, Yong; Zhang, Songheng; Song, Yangqiu; Qu, Huamin
    • Source: IEEE Transactions on Visualization and Computer Graphics, v. 28, (1), January 2022, p. 195-205
    • Year: 2022

  14. ASER: Towards large-scale commonsense knowledge acquisition via higher-order selectional preference over eventualities
    • Author(s): Zhang, Hongming; Liu, Xin; Pan, Haojie; Ke, Haowen; Ou, Jiefu; Fang, Tianqing; Song, Yangqiu
    • Source: Artificial Intelligence, v. 309, August 2022, article number 103740
    • Year: 2022

  15. Logical Queries on Knowledge Graphs: Emerging Interface of Incomplete Relational Data
    • Author(s): Wang, Zihao; Yin, Hang; Song, Yangqiu
    • Source: IEEE Data Engineering Bulletin, v. 45, (4), December 2022, p. 3-18
    • Year: 2022

  16. VD-PCR: Improving visual dialog with pronoun coreference resolution
    • Author(s): Yu, Xintong; Zhang, Hongming; Hong, Ruixin; Song, Yangqiu; Zhang, Changshui
    • Source: Pattern Recognition, v. 125, May 2022, article number 108540
    • Year: 2022

  17. RWNE: A scalable random-walk-based network embedding framework with personalized higher-order proximity preserved
    • Author(s): Li, Jianxin; Ji, Cheng; Peng, Hao; He, Yu; Song, Yangqiu; Zhang, Xinmiao; Peng, Fanzhang
    • Source: Journal of Artificial Intelligence Research, v. 71, June 2021, p. 237-263
    • Year: 2021

  18. Ranking Users in Social Networks with Motif-Based PageRank
    • Author(s): Zhao, Huan; Xu, Xiaogang; Song, Yangqiu; Lee, Dik Lun; Chen, Zhao; Gao, Han
    • Source: IEEE Transactions on Knowledge and Data Engineering, v. 33, (5), May 2021, article number 8897608, p. 2179-2192
    • Year: 2021

  19. Streaming Social Event Detection and Evolution Discovery in Heterogeneous Information Networks
    • Author(s): Peng, Hao; Li, Jianxin; Song, Yangqiu; Yang, Renyu; Ranjan, Rajiv; Yu, Philip S.; He, Lifang
    • Source: ACM Transactions on Knowledge Discovery from Data, v. 15, (5), June 2021, article number 89, p. 1-33
    • Year: 2021

  20. Social explorative attention based recommendation for content distribution platforms
    • Author(s): Xiao, Wenyi; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang
    • Source: Data Mining and Knowledge Discovery, v. 35, (2), March 2021, p. 533-567
    • Year: 2021

  21. Side Information Fusion for Recommender Systems over Heterogeneous Information Network
    • Author(s): Zhao, Huan; Yao, Quanming; Song, Yangqiu; Kwok, Tin Yau; Lee, Dik Lun
    • Source: ACM Transactions on Knowledge Discovery from Data, v. 15, (4), August 2021, article number 60, p. 1-32
    • Year: 2021

  22. Event detection and evolution in multi-lingual social streams
    • Author(s): Liu, Yaopeng; Peng, Hao; Li, Jianxin; Song, Yangqiu; Li, Xiong
    • Source: Frontiers of Computer Science, v. 14, (5), October 2020, article number 145612
    • Year: 2020

  23. Find truth in the hands of the few: acquiring specific knowledge with crowdsourcing
    • Author(s): Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong
    • Source: Frontiers of Computer Science, v. 15, (4), 2 October 2020, article number 154315
    • Year: 2020

  24. Special Issue on Data-Driven Personality Modeling for Intelligent Human-Computer Interaction
    • Author(s): Pan, Shimei; Brdiczka, Oliver; Kleinsmith, Andrea; Song, Yangqiu
    • Source: ACM Transactions on Interactive Intelligent Systems, v. 10, (3), November 2020, article number 3402522
    • Year: 2020

  25. Toward Any-language Zero-shot Topic Classification of Textual Documents
    • Author(s): Song, Yangqiu; Upadhyay, Shyam; Peng, Haoruo; Mayhew, Stephen; Roth, Dan
    • Source: Artificial Intelligence, v. 274, September 2019, p. 133-150
    • Year: 2019

  26. Unsupervised Meta-path Selection for Text Similarity Measure Based on Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
    • Source: Data Mining and Knowledge Discovery, v. 32, (6), November 2018, p. 1735-1767
    • Year: 2018

  27. Illinois CCG LoReHLT 2016 Named Entity Recognition And Situation Frame Systems
    • Author(s): Tsai, Chen Tse; Mayhew, Stephen; Song, Yangqiu; Sammons, Mark; Roth, Dan
    • Source: Machine Translation, v. 32, (1-2), June 2018, p. 91-103
    • Year: 2018

  28. Social Media Data Analytics for the U.S. Construction Industry: Preliminary Study on Twitter
    • Author(s): Tang, Liyaning; Zhang, Yiming; Dai, Fei; Yoon, Yoojung; Song, Yangqiu; Sharma, Radhey S.
    • Source: Journal of Management in Engineering, v. 33, (6), article number 04017038
    • Year: 2017

  29. Adaptive Result Inference for Collecting Quantitative Data With Crowdsourcing
    • Author(s): Sun, Hailong; Hu, Kefan; Fang, Yili; Song, Yangqiu
    • Source: IEEE Internet of Things Journal, v. 4, (5), October 2017, article number 7862852, p. 1389-1398
    • Year: 2017

  30. Microblog Sentiment Classification with Heterogeneous Sentiment Knowledge
    • Author(s): Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng
    • Source: Information Sciences, v. 373, December 2016, p. 149-164
    • Year: 2016

  31. World Knowledge as Indirect Supervision for Document Clustering
    • Author(s): Wang, Chenguang; Song, Yangqiu; Roth, Dan; Zhang, Ming; Han, Jiawei
    • Source: ACM Transactions on Knowledge Discovery from Data, v. 11, (2), December 2016, article number 13
    • Year: 2016

  32. Heterogeneous Translated Hashing: A Scalable Solution Towards Multi-modal Similarity Search
    • Author(s): Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang
    • Source: ACM Transactions on Knowledge Discovery from Data, v. 10, (4), July 2016, article number 36
    • Year: 2016

  33. Structured microblog sentiment classification via social context regularization
    • Author(s): Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu
    • Source: Neurocomputing, v. 175, (A), January 2016, p. 599-609
    • Year: 2016

  34. The Stability and Usability of Statistical Topic Models
    • Author(s): Yang, Yi; Pan, Shimei; Lu, Jie; Topkara, Mercan; Song, Yangqiu
    • Source: ACM Transactions on Interactive Intelligent Systems (TiiS), v. 6, (2), July 2016, article number 14
    • Year: 2016

  35. Towards Building a High-quality Microblog-specific Chinese Sentiment Lexicon
    • Author(s): Wu, Fangzhao; Huang, Yongfeng; Song, Yangqiu; Liu, Shixia
    • Source: Decision Support Systems, v. 87, July 2016, p. 39-49
    • Year: 2016

  36. Does Summarization Help Stock Prediction? A News Impact Analysis
    • Author(s): Li, Xiaodong; Xie, Haoran; Song, Yangqiu; Zhu, Shanfeng; Li, Qing; Wang, Fu Lee
    • Source: IEEE Intelligent Systems, v. 30, (3), May-June 2015, p. 26-34
    • Year: 2015

  37. Evolutionary Bayesian Rose Trees
    • Author(s): Liu, Shixia; Wang, Xiting; Song, Yangqiu; Guo, Baining
    • Source: IEEE Transactions on Knowledge and Data Engineering, v. 27, (6), June 2015, article number 2373384, p. 1533-1546
    • Year: 2015

  38. Automatic Taxonomy Construction from Keywords via Scalable Bayesian Rose Trees
    • Author(s): Song, Yangqiu; Liu, Shixia; Liu, Xueqing; Wang, Haixun
    • Source: IEEE Transactions on Knowledge and Data Engineering, v. 27, (7), July 2015, p. 1861-1874
    • Year: 2015

  39. Brief Survey of Crowdsourcing for Data Mining
    • Author(s): Xintong, Guo; Hongzhi, Wang; Song, Yangqiu; Hong, Gao
    • Source: Expert Systems with Applications, v. 41, (17), December 2014, p. 7987-7994
    • Year: 2014

  40. Semantic Multi-Dimensional Scaling for Open-Domain Sentiment Analysis
    • Author(s): Cambria, Erik; Song, Yangqiu; Wang, Haixun; Howard, Newton
    • Source: IEEE Intelligent Systems, v. 29, (2), 2014, article number 6383145, p. 44-51
    • Year: 2014

  41. Semiparametric preference learning
    • Author(s): Zhen, Yi; Song, Yangqiu; Yeung, Dityan
    • Source: Tsinghua Science and Technology, v. 19, (3), 2014, article number 6838196, p. 257-264
    • Year: 2014

  42. Constrained text coclustering with supervised and unsupervised constraints
    • Author(s): Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong
    • Source: IEEE Trans. On Knowledge and Data Engineering, v. 25, (6), June 2013, p. 1227-1239
    • Year: 2013

  43. A Survey on Topic-Based Visual Text Analytics (In Chinese)
    • Author(s): Wu, Yingcai; Cui, Weiwei; Song, Yangqiu; Chen, Yang; Liu, Shixia
    • Source: Journal of Computer-Aided Design and Computer Graphics, v. 24, (10), 2012, p. 1266-1272
    • Year: 2012

  44. ImageHive: Interactive content-aware image summarization
    • Author(s): Tan, Li; Song, Yangqiu; Liu, Shixia; Xie, Lexing
    • Source: IEEE Computer Graphics and Applications, v. 32, (1), 2012, article number 6051407, p. 46-55
    • Year: 2012

  45. TIARA: Interactive, Topic-based Visual Text Summarization and Analysis
    • Author(s): Liu, Shixia; Zhou, Michelle X.; Pan, Shimei; Song, Yangqiu; Qian, Weihong; Cai, Weijia; Lian, Xiaoxiao
    • Source: ACM Transactions on Intelligent Systems and Technology, v. 3, (2), 2012, February, Article number 25
    • Year: 2012

  46. Textflow: Towards better understanding of evolving topics in text
    • Author(s): Cui, Weiwei; Liu, Shixia; Tan, Li; Shi, Conglei; Song, Yangqiu; Gao, Zekai; Tong, Xin; Qu, Huamin
    • Source: IEEE Transactions on Visualization and Computer Graphics, v. 17, (12), p. 2412-2421, article number 6065008
    • Year: 2011

  47. Parallel Spectral Clustering in Distributed Systems
    • Author(s): Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
    • Source: IEEE Transactions on Pattern Analysis and Machine Intelligence, v. 33, (3), 2011, Article number 5444877, p. 568-586
    • Year: 2011

  48. Large-scale Spectral Clustering with MapReduce and MPI
    • Author(s): Chen, Wen-Yen; Song, Yangqiu; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
    • Source: Scaling up Machine Learning: Parallel and Distributed Approaches, 2011, Jan, p. 240-261
    • Year: 2011

  49. Boosting with Pairwise Constraints
    • Author(s): Zhang, Changshui; Cai, Qutang; Song, Yangqiu
    • Source: Neurocomputing, v. 73, (4-6), 2010, January, p. 908-919
    • Year: 2010

  50. Semi-Supervised Discriminative Classification with Application to Tumorous Tissues Segmentation of MR Brain Images
    • Author(s): Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei; Xiang, Shiming; Zhang, Dan
    • Source: Pattern Analysis and Applications, v. 12, (2), 2009, June, p. 99-115
    • Year: 2009

  51. Extracting the Optimal Dimensionality for Local Tensor Discriminant Analysis
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: Pattern Recognition, v. 42, (1), 2009, January, p. 105-114
    • Year: 2009

  52. Nonlinear Dimensionality Reduction with Relative Distance Comparison
    • Author(s): Zhang, Chunxia; Xiang, Shiming; Nie, Feiping; Song, Yangqiu
    • Source: Neurocomputing, v. 72, (7-9), 2009, March, p. 1719-1731
    • Year: 2009

  53. Orthogonal Locality Minimizing Globality Maximizing Projections for Feature Extraction
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: Optical Engineering, v. 48, (1), 2009, Article number 017202
    • Year: 2009

  54. Semi-Supervised Sub-Manifold Discriminant Analysis
    • Author(s): Song, Yangqiu; Nie, Feiping; Zhang, Changshui
    • Source: Pattern Recognition Letters, v. 29, (13), October 2008, p. 1806-1813
    • Year: 2008

  55. A unified framework for semi-supervised dimensionality reduction
    • Author(s): Song, Yangqiu; Nie, Feiping; Zhang, Changshui; Xiang, Shiming
    • Source: Pattern Recognition, v. 41, (9), 2008, p. 2789-2799
    • Year: 2008

  56. Semi-supervised Gaussian random field transduction and induction
    • Author(s): Song, Yabgqiu; Lee, Jianguo; Zhang, Changshui; Xiang, Shiming
    • Source: Frontiers of Electrical and Electronic Engineering in China, v. 3, (1), Jan 2008, p. 1-9
    • Year: 2008

  57. Content Based Information Fusion for Semi-Supervised Music Genre Classification
    • Author(s): Song, Yangqiu; Zhang, Changshui
    • Source: IEEE Transactions on Multimedia, v. 10, (1), 2008, January, p. 145-152
    • Year: 2008

  58. Contour Graph Based Human Tracking and Action Sequence Recognition
    • Author(s): Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui
    • Source: Pattern Recognition, v. 41, (12), 2008, p. 3653–3664
    • Year: 2008

  59. Semi-Supervised Additive Logistic Regression: A Gradient Descent Solution
    • Author(s): Song, Yangqiu; Cai, Qutang; Nie, Feiping; Zhang, Changshui
    • Source: Tsinghua Science and Technology, v. 12, (6), 2007, December, p. 638-646
    • Year: 2007

  Conference paper

  1. Defense Against Prompt Injection Attack by Leveraging Attack Techniques
    • Author(s): Chen, Yulin; Li, Haoran; Zheng, Zihao; Wu, Dekai; Song, Yangqiu; Hooi, Bryan
    • Source: 63rd Annual Meeting of the Association for Computational Linguistics, ACL 2025 / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics (ACL), 2025, p. 18331-18347
    • Year: 2025

  2. DIVSCENE: Towards Open-Vocabulary Object Navigation with Large Vision Language Models in Diverse Scenes
    • Author(s): Wang, Zhaowei; Zhang, Hongming; Fang, Tianqing; Tian, Ye; Yang, Yue; Ma, Kaixin; Pan, Xiaoman; Song, Yangqiu; Yu, Dong
    • Source: EMNLP 2025 - 2025 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2025 / edited by Christodoulopoulos Christos; Chakraborty Tanmoy; Rose Carolyn; Peng Violet. Association for Computational Linguistics (ACL), 2025, p. 9666-9686
    • Year: 2025

  3. Can Indirect Prompt Injection Attacks Be Detected and Removed?
    • Author(s): Chen, Yulin; Li, Haoran; Sui, Yuan; He, Yufei; Liu, Yue; Song, Yangqiu; Hooi, Bryan
    • Source: Long Papers / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics (ACL), 2025, p. 18189-18206
    • Year: 2025

  4. Backdoor-Powered Prompt Injection Attacks Nullify Defense Methods
    • Author(s): Chen, Yulin; Li, Haoran; Sui, Yuan; Song, Yangqiu; Hooi, Bryan
    • Source: EMNLP 2025 - 2025 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2025 / edited by Christodoulopoulos Christos; Chakraborty Tanmoy; Rose Carolyn; Peng Violet. Association for Computational Linguistics (ACL), 2025, p. 4508-4527
    • Year: 2025

  5. InteGround: on the evaluation of verification and retrieval planning in integrative grounding
    • Author(s): Jiayang, Cheng; Zhuang, Qianqian; Li, Haorao; Chan, Chunkit; Liu, Xin; Qiu, Lin; Song, Yangqiu
    • Source: EMNLP 2025 - 2025 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2025 / edited by Christodoulopoulos Christos; Chakraborty Tanmoy; Rose Carolyn; Peng Violet. Association for Computational Linguistics (ACL), 2025, p. 13587-13602
    • Year: 2025

  6. REVOLVE: Optimizing AI Systems by Tracking Response Evolution in Textual Optimization
    • Author(s): Zhang, Peiyan; Jin, Haibo; Hu, Leyang; Li, Xinnuo; Kang, Liying; Luo, Man; Song, Yangqiu; Wang, Haohan
    • Source: Proceedings of Machine Learning Research, v. 267, p. 75216-75233
    • Year: 2025

  7. Enhancing transformers for generalizable first-order logical entailment
    • Author(s): Zheng, Tianshi; Wang, Jiazheng; Wang, Zihao; Bai, Jiaxin; Yin, Hang; Deng, Zheye; Song, Yangqiu; Li, Jianxin
    • Source: Long Papers / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics (ACL), 2025, p. 5505-5524
    • Year: 2025

  8. Frontiers in Graph Machine Learning for the Large Model Era
    • Author(s): Sun, Qingyun; Zhang, Ziwei; Fu, Xingcheng; Song, Yangqiu; Li, Jianxin; Yu, Philip S.
    • Source: CIKM 2025 - Proceedings of the 34th ACM International Conference on Information and Knowledge Management, Association for Computing Machinery, Inc, 2025, p. 6927-6929
    • Year: 2025

  9. EFOk-CQA: Towards Knowledge Graph Complex Query Answering beyond Set Operation
    • Author(s): Yin, Hang; Wang, Zihao; Fei, Weizhi; Song, Yangqiu
    • Source: KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Association for Computing Machinery, 2025, p. 5876-5887
    • Year: 2025

  10. Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs
    • Author(s): Li, Yangning; Zhang, Weizhi; Yang, Yuyao; Huang, Wei Chieh; Wu, Yaozu; Luo, Junyu; Bei, Yuanchen; Zou, Henry Peng; Luo, Xiao; Zhao, Yusheng; Chan, Chunkit; Chen, Yankai; Deng, Zhongfen; Li, Yinghui; Zheng, Hai Tao; Li, Dongyuan; Jiang, Renhe; Zhang, Ming;
    • Source: EMNLP 2025 - 2025 Conference on Empirical Methods in Natural Language Processing, Findings of EMNLP 2025 / edited by Christodoulopoulos Christos; Chakraborty Tanmoy; Rose Carolyn; Peng Violet. Association for Computational Linguistics (ACL), 2025, p. 12120-12145
    • Year: 2025

  11. Revisiting Epistemic Markers in Confidence Estimation: Can Markers Accurately Reflect Large Language Models' Uncertainty?
    • Author(s): Liu, Jiayu; Zong, Qing; Wang, Weiqi; Song, Yangqiu
    • Source: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025 / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics, 2025, p. 206-221
    • Year: 2025

  12. KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?
    • Author(s): Zheng, Tianshi; Li, Weihan; Bai, Jiaxin; Wang, Weiqi; Song, Yangqiu
    • Source: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025 / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics, 2025, p. 183-195
    • Year: 2025

  13. From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery
    • Author(s): Zheng, Tianshi; Deng, Zheye; Tsang, Hong Ting; Wang, Weiqi; Bai, Jiaxin; Wang, Zihao; Song, Yangqiu
    • Source: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025, Suzhou, China, November 4-9, 2025 / edited by Christodoulopoulos Christos; Chakraborty Tanmoy; Rose Carolyn; Peng Violet. Association for Computational Linguistics, 2025, p. 17733-17750
    • Year: 2025

  14. Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations
    • Author(s): Li, Chunyang; Wang, Weiqi; Zheng, Tianshi; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics, ACL 2025, Vienna, Austria, July 27 - August 1, 2025 / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics, 2025, p. 19608-19626
    • Year: 2025

  15. On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions
    • Author(s): Wang, Weiqi; Fang, Tianqing; Shi, Haochen; Xu, Baixuan; Ding, Wenxuan; Zhang, Liyu; Fan, Wei; Bai, Jiaxin; Li, Haoran; Liu, Xin; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2025 / edited by Christodoulopoulos Christos; Chakraborty Tanmoy; Rose Carolyn; Peng Violet. Suzhou, China: Association for Computational Linguistics, 2025, p. 2260-2281
    • Year: 2025

  16. EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association
    • Author(s): Wang, Weiqi; Cui, Limeng; Liu, Xin; Nag, Sreyashi; Xu, Wenju; Luo, Chen; Sarwar, Sheikh Muhammad; Li, Yang; Gu, Hansu; Liu, Hui; Yu, Changlong; Bai, Jiaxin; Gao, Yifan; Zhang, Haiyang; He, Qi; Ji, Shuiwang; Song, Yangqiu
    • Source: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025 / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics, 2025, p. 1-22
    • Year: 2025

  17. MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset
    • Author(s): Wang, Weiqi; Song, Yangqiu
    • Source: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2025, Vienna, Austria, July 27 - August 1, 2025 / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics, 2025, p. 1568-1596
    • Year: 2025

  18. ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning
    • Author(s): Zhang, Liyu; Wang, Weiqi; Fang, Tianqing; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics, ACL 2025 / edited by Che Wanxiang; Nabende Joyce; Shutova Ekaterina; Pilehvar Mohammad Taher. Association for Computational Linguistics, 2025, p. 627-635
    • Year: 2025

  19. Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning
    • Author(s): HU, Wenbin; LI, Haoran; JING, Huihao; HU, Qi; ZENG, Ziqian; HAN, Sirui; XU, Heli; CHU, Tianshu; HU, Peizhao; SONG, Yangqiu
    • Source: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, Association for Computational Linguistics (ACL), 2025, p. 865-883
    • Year: 2025

  20. Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks
    • Author(s): XIE, Peng; BIE, Yequan; SONG, Yangqiu; WANG, Yang; CHEN, Hao; MAO, Jianda; CHEN, Kani
    • Source: Paper presented at The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2025 (CVPR 2025), p. 14679-14689
    • Year: 2025

  21. MMLongBench: Benchmarking Long-Context Vision-Language Models Effectively and Thoroughly
    • Author(s): Wang, Zhaowei; Yu, Wenhao; Ren, Xiyu; Zhang, Jipeng; Zhao, Yu; Saxena, Rohit; Cheng, Liang; Wong, Ginny; See, Simon; Minervini, Pasquale; Song, Yangqiu; Steedman, Mark
    • Source: Paper presented at The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025), California , United States
    • Year: 2025

  22. Simulate and Eliminate: Revoke Backdoors for Generative Large Language Models
    • Author(s): Li, Haoran; Chen, Yulin; Zheng, Zihao; Hu, Qi; Chan, Chun Kit; Liu, Heshan; Song, Yangqiu
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 39, (1), April 2025, p. 397-405
    • Year: 2025

  23. Privacy Checklist: Privacy Violation Detection Grounding on Contextual Integrity Theory
    • Author(s): Li, Haoran; Fan, Wei; Chen, Yulin; Cheng, Jiayang; Chu, Tianshu; Zhou, Xuebing; Hu, Peizhao; Song, Yangqiu
    • Source: Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, v. 1, April 2025, p. 1748-1766
    • Year: 2025

  24. Concept-Reversed Winograd Schema Challenge: Evaluating and Improving Robust Reasoning in Large Language Models via Abstraction
    • Author(s): Han, Kaiqiao; Fang, Tianqing; Wang, Zhaowei; Song, Yangqiu; Steedman, Mark
    • Source: Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, v. 2, April 2025, p. 229-243
    • Year: 2025

  25. ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty
    • Author(s): Zong, Qing; Wang, Zhaowei; Ren, Xiyu; Zheng, Tianshi; Song, Yangqiu
    • Year: 2025

  26. PrivaCI-Bench: Evaluating Privacy with Contextual Integrity and Legal Compliance
    • Author(s): Li, Haoran; Hu, Wenbin; Jing, Huihao; Chen, Yulin; Hu, Qi; Han, Sirui; Chu, Tianshu; Hu, Peizhao; Song, Yangqiu
    • Year: 2025

  27. ABSINSTRUCT: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimation
    • Author(s): Wang, Zhaowei; Fan, Wei; Zong, Qing; Zhang, Hongming; Choi, Sehyun; Fang, Tianqing; Liu, Xin; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, v. 1, August 2024, p. 973-994
    • Year: 2024

  28. GProofT: A Multi-dimension Multi-round Fact Checking Framework Based on Claim Fact Extraction
    • Author(s): Liu, Jiayu; Tang, Junhao; Wang, Hanwen; Xu, Baixuan; Shi, Haochen; Wang, Weiqi; Song, Yangqiu
    • Source: FEVER 2024 - 7th Fact Extraction and VERification Workshop, Proceedings of the Workshop / edited by Michael Schlichtkrull, Yulong Chen, Chenxi Whitehouse, Zhenyun Deng, Mubashara Akhtar, Rami Aly, Zhijiang Guo, Christos Christodoulopoulos, Oana Cocarascu, Arpit Mittal, James Thorne, Andreas Vlachos. Association for Computational Linguistics, 2024, p. 118-129
    • Year: 2024

  29. KnowComp at DialAM-2024: Fine-tuning Pre-trained Language Models for Dialogical Argument Mining with Inference Anchoring Theory
    • Author(s): Wu, Yuetong; Zhou, Yukai; Xu, Baixuan; Wang, Weiqi; Song, Yangqiu
    • Source: ArgMining 2024 - 11th Workshop on Argument Mining, Proceedings of the Workshop / Association for Computational Linguistics (ACL). Association for Computational Linguistics (ACL), 2024, p. 103-109
    • Year: 2024

  30. Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs
    • Author(s): Fang, Tianqing; Chen, Zeming; Song, Yangqiu; Bosselut, Antoine
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, v. 1, August 2024, p. 11365-11384
    • Year: 2024

  31. KNOWCOMP POKEMON Team at DialAM-2024: A Two-Stage Pipeline for Detecting Relations in Dialogical Argument Mining
    • Author(s): Zheng, Zihao; Wang, Zhaowei; Zong, Qing; Song, Yangqiu
    • Source: ArgMining 2024 - 11th Workshop on Argument Mining, Proceedings of the Workshop / Association for Computational Linguistics. Association for Computational Linguistics, 2024, p. 110-118
    • Year: 2024

  32. KnowComp at SemEval-2024 Task 9: Conceptualization-Augmented Prompting with Large Language Models for Lateral Reasoning
    • Author(s): Wang, Weiqi; Xu, Baixuan; Shi, Haochen; Bai, Jiaxin; Hu, Qi; Song, Yangqiu
    • Source: SemEval 2024 - 18th International Workshop on Semantic Evaluation, Proceedings of the Workshop / edited by Atul Kr. Ojha, A. Seza Doğruöz, Harish Tayyar Madabushi, Giovanni Da San Martino, Sara Rosenthal, Aiala Rosá. Association for Computational Linguistics, 2024, p. 1639-1645
    • Year: 2024

  33. UrbanCross: Enhancing Satellite Image-Text Retrieval with Cross-Domain Adaptation
    • Author(s): Zhong, Siru; Hao, Xixuan; Yan, Yibo; Zhang, Ying; Song, Yangqiu; Liang, Yuxuan
    • Source: MM 2024 - Proceedings of the 32nd ACM International Conference on Multimedia / Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2024, p. 6307 -6315
    • Year: 2024

  34. Constrained Reasoning Chains for Enhancing Theory-of-Mind in Large Language Models
    • Author(s): Lin, Zizheng; Chan, Chun Kit; Song, Yangqiu; Liu, Xin
    • Source: Lecture Notes in Computer Science, v. 15282 LNAI, November 2024, p. 354 -360
    • Year: 2024

  35. Miko: Multimodal Intention Knowledge Distillation from Large Language Models for Social-Media Commonsense Discovery
    • Author(s): Lu, Feihong; Wang, Weiqi; Luo, Yangyifei; Zhu, Ziqin; Sun, Qingyun; Xu, Baixuan; Shi, Haochen; Gao, Shiqi; Li, Qian; Song, Yangqiu; Li, Jianxin
    • Source: MM 2024 - Proceedings of the 32nd ACM International Conference on Multimedia / Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2024, p. 3303 -3312
    • Year: 2024

  36. Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering
    • Author(s): Xu, Yao; He, Shizhu; Chen, Jiabei; Wang, Zihao; Song, Yangqiu; Tong, Hanghang; Liu, Guang; Zhao, Jun; Liu, Kang
    • Source: EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Proceedings of the Conference / edited by Yaser Al-Onaizan, Mohit Bansal, Yun-Nung Chen. Association for Computational Linguistics, 2024, p. 18410-18430
    • Year: 2024

  37. PipeNet: Question Answering with Semantic Pruning over Knowledge Graphs
    • Author(s): Su, Ying; Zhang, Jipeng; Song, Yangqiu; Zhang, Tong
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics / edited by Danushka Bollegala, Vered Shwartz. Association for Computational Linguistics, 2024, p. 360-371
    • Year: 2024

  38. ActPlan-1K: Benchmarking the Procedural Planning Ability of Visual Language Models in Household Activities
    • Author(s): Su, Ying; Zhang, Ling; Shi, Haochen; Cheng, Jiayang; Yim, Yau Wai; Song, Yangqiu
    • Source: EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Proceedings of the Conference / edited by Yaser Al-Onaizan, Mohit Bansal, Yun-Nung Chen. Association for Computational Linguistics, 2024, p. 14953-14965
    • Year: 2024

  39. MIND: Multimodal Shopping Intention Distillation from Large Vision-language Models for E-commerce Purchase Understanding
    • Author(s): Xu, Baixuan; Wang, Weiqi; Shi, Haochen; Ding, Wenxuan; Jing, Huihao; Fang, Tianqing; Bai, Jiaxin; Liu, Xin; Yu, Changlong; Li, Zheng; Luo, Chen; Yin, Qingyu; Yin, Bing; Chen, Long; Song, Yangqiu
    • Source: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, EMNLP / edited by Yaser Al-Onaizan, Mohit Bansal, Yun-Nung Chen. Miami, Florida, USA : Association for Computational Linguistics, 2024, p. 7800-7815
    • Year: 2024

  40. CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning
    • Author(s): Wang, Weiqi; Fang, Tianqing; Li, Chunyang; Shi, Haochen; Ding, Wenxuan; Xu, Baixuan; Wang, Zhaowei; Bai, Jiaxin; Liu, Xin; Cheng, Jiayang; Chan, Chun Kit; Song, Yangqiu
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, v. 1, March 2025, p. 2351-2374
    • Year: 2024

  41. PrivLM-Bench: A Multi-level Privacy Evaluation Benchmark for Language Models
    • Author(s): Li, Haoran; Guo, Dadi; Li, Donghao; Fan, Wei; Hu, Qi; Liu, Xin; Chan, Chun Kit; Yao, Duanyi; Yao, Yuan; Song, Yangqiu
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, v. 1, March 2025, p. 54 -73
    • Year: 2024

  42. NegotiationToM: A Benchmark for Stress-testing Machine Theory of Mind on Negotiation Surrounding
    • Author(s): Chan, Chun Kit; Cheng, Jiayang; Yim, Yau Wai; Deng, Zheye; Fan, Wei; Li, Haoran; Liu, Xin; Zhang, Hongming; Wang, Weiqi; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2024 / Association for Computational Linguistics. Miami, Florida, USA : Association for Computational Linguistics, 2024, p. 4211-4241
    • Year: 2024

  43. IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerce
    • Author(s): Ding, Wenxuan; Wang, Weiqi; Kwok, Sze Heng Douglas; Liu, Minghao; Fang, Tianqing; Bai, Jiaxin; Liu, Xin; Yu, Changlong; Li, Zheng; Luo, Chen; Yin, Qingyu; Yin, Bing; He, Junxian; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2024 / edited by Yaser Al-Onaizan, Mohit Bansal, Yun-Nung Chen. Miami, Florida, USA : Association for Computational Linguistics, 2024, p. 2247-2266
    • Year: 2024

  44. Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction
    • Author(s): Deng, Zheye; Chan, Chun Kit; Wang, Weiqi; Sun, Yuxi; Fan, Wei; Zheng, Tianshi; Yim, Yau Wai; Song, Yangqiu
    • Source: EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Proceedings of the Conference / edited by Yaser Al-Onaizan, Mohit Bansal, Yun-Nung Chen. Association for Computational Linguistics, 2024, p. 9300-9322
    • Year: 2024

  45. Audience Persona Knowledge-Aligned Prompt Tuning Method for Online Debate
    • Author(s): Chan, Chun Kit; Cheng, Jiayang; Liu, Xin; Yim, Yau Wai; Jiang, Yuxin; Deng, Zheye; Li, Haoran; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Frontiers in Artificial Intelligence and Applications, v. 392, October 2024, p. 3851-3858
    • Year: 2024

  46. GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual Integrity Theory
    • Author(s): Fan, Wei; Li, Haoran; Deng, Zheye; Wang, Weiqi; Song, Yangqiu
    • Source: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, EMNLP / edited by Yaser Al-Onaizan, Mohit Bansal, Yun-Nung Chen. Miami, Florida, USA : Association for Computational Linguistics, 2024, p. 3321-3343
    • Year: 2024

  47. ECON: On the Detection and Resolution of Evidence Conflicts
    • Author(s): Cheng, Jiayang; Chan, Chun Kit; Zhuang, Qianqian; Qiu, Lin; Zhang, Tianhang; Liu, Tengxiao; Song, Yangqiu; Zhang, Yue; Liu, Pengfei; Zhang, Zheng
    • Source: EMNLP 2024 - 2024 Conference on Empirical Methods in Natural Language Processing, Proceedings of the Conference / edited by Yaser Al-Onaizan, Mohit Bansal, Yun-Nung Chen. Association for Computational Linguistics, 2024, p. 7816 -7844
    • Year: 2024

  48. Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?
    • Author(s): Wang, Qineng; Wang, Zihao; Su, Ying; Tong, Hanghang; Song, Yangqiu
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, v. 1, March 2025, p. 6106-6131
    • Year: 2024

  49. Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation
    • Author(s): Fan, Wei; Zhang, Weijia; Wang, Weiqi; Song, Yangqiu; Liu, Hao
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 14854 LNCS, December 2024, p. 120-137
    • Year: 2024

  50. Privacy-Preserved Neural Graph Databases
    • Author(s): Hu, Qi; Li, Haoran; Bai, Jiaxin; Wang, Zihao; Song, Yangqiu
    • Source: 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2024 / Association for Computing Machinery. New York, NY, United States : Association for Computing Machinery, 2024, p. 1108-1118
    • Year: 2024

  51. Understanding Inter-Session Intentions via Complex Logical Reasoning
    • Author(s): Bai, Jiaxin; Luo, Chen; Li, Zheng; Yin, Qingyu; Song, Yangqiu
    • Source: 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2024 / Association for Computing Machinery. New York, NY, United States : Association for Computing Machinery, 2024, p. 71-82
    • Year: 2024

  52. ABSPYRAMID: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph
    • Author(s): Wang, Zhaowei; Shi, Haochen; Wang, Weiqi; Fang, Tianqing; Zhang, Hongming; Choi, Sehyun; Liu, Xin; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: NAACL 2024 - Findings, edited by Kevin Duh, Helena Gomez, Steven Bethard. Association for Computational Linguistics, 2024, p. 3991-4010
    • Year: 2024

  53. EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs
    • Author(s): Cheng, Jiayang; Qiu, Lin; Chan, Chun Kit; Liu, Xin; Song, Yangqiu; Zhang, Zheng
    • Source: 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation, LREC-COLING 2024 - Main Conference Proceedings, Edited by Calzolari N., Kan M.-Y., Hoste V., Lenci A., Sakti S., Xue N.. European Language Resources Association (ELRA), 2024, p. 6622-6642
    • Year: 2024

  54. COSMO: A Large-Scale E-commerce Common Sense Knowledge Generation and Serving System at Amazon
    • Author(s): Yu, Changlong; Liu, Xin; Maia, Jefferson; Li, Yang; Cao, Tianyu; Gao, Yifan; Song, Yangqiu; Goutam, Rahul; Zhang, Haiyang; Yin, Bing; Li, Zheng
    • Source: SIGMOD/PODS '24: Companion of the 2024 International Conference on Management of Data / ACM. New York, NY, United States : Association for Computing Machinery, 2024, p. 148-160
    • Year: 2024

  55. New Frontiers of Knowledge Graph Reasoning: Recent Advances and Future Trends
    • Author(s): Liu, Lihui; Wang, Zihao; Bai, Jiaxin; Song, Yangqiu; Tong, Hanghang
    • Source: WWW '24: Companion Proceedings of the ACM on Web Conference 2024 / Association for Computing Machinery. New York, NY : Association for Computing Machinery, 2024, p. 1294-1297
    • Year: 2024

  56. Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs
    • Author(s): Fang, Tianqing; Chen, Zeming; Song, Yangqiu; Bosselut, Antoine
    • Year: 2024

  57. On-the-fly Denoising for Data Augmentation in Natural Language Understanding
    • Author(s): Fang, Tianqing; Zhou, Wenxuan; Liu, Fangyu; Zhang, Hongming; Song, Yangqiu; Chen, Muhao
    • Year: 2024

  58. Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoning
    • Author(s): Fang, Tianqing; Wang, Zhaowei; Zhou, Wenxuan; Zhang, Hongming; Song, Yangqiu; Chen, Muhao
    • Year: 2024

  59. User Consented Federated Recommender System Against Personalized Attribute Inference Attack
    • Author(s): Hu, Qi; Song, Yangqiu
    • Source: WSDM '24: Proceedings of the 17th ACM International Conference on Web Search and Data Mining / Association for Computing Machinery. New York, NY : Association for Computing Machinery, 2024, p. 276-285
    • Year: 2024

  60. ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge Bases
    • Author(s): Do, Van Quyet; Fang, Tianqing; Diao, Shizhe; Wang, Zhaowei; Song, Yangqiu
    • Source: EACL 2024 - 18th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference, v. 1, March 2024, p. 714-731
    • Year: 2024

  61. Rethinking Complex Queries on Knowledge Graphs with Neural Link Predictors
    • Author(s): Yin, Hang; Wang, Zihao; Song, Yangqiu
    • Year: 2024

  62. Exploring the Potential of ChatGPT on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations
    • Author(s): Chan, Chun Kit; Cheng, Jiayang; Wang, Weiqi; Jiang, Yuxin; Fang, Tianqing; Liu, Xin; Song, Yangqiu
    • Source: EACL 2024 - 18th Conference of the European Chapter of the Association for Computational Linguistics, Findings of EACL 2024 / Association for Computational Linguistics. Association for Computational Linguistics, 2024, p. 684-721
    • Year: 2024

  63. TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining
    • Author(s): Zong, Qing; Wang, Zhaowei; Xu, Baixuan; Zheng, Tianshi; Shi, Haochen; Wang, Weiqi; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Proceedings of the 10th Workshop on Argument Mining / edited by Milad Alshomary, Chung-Chi Chen, Smaranda Muresan, Joonsuk Park, Julia Romberg. Singapore : Association for Computational Linguistics, 2023, p. 139-147
    • Year: 2023

  64. Self-Consistent Narrative Prompts on Abductive Natural Language Inference
    • Author(s): Chan, Chun Kit; Liu, Xin; Chan, Tsz Ho; Cheng, Jiayang; Song, Yangqiu; Wong, Ginny Y; See, Simon
    • Source: Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, v. 1, November 2023, p. 1040-1057
    • Year: 2023

  65. Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns
    • Author(s): Liu, Xin; Li, Zheng; Gao, Yifan; Cao, Tianyu; Wang, Zhengyang; Yin, Bing; Song, Yangqiu
    • Year: 2023

  66. Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints
    • Author(s): Bai, Jiaxin; Liu, Xin; Wang, Weiqi; Luo, Chen; Song, Yangqiu
    • Year: 2023

  67. StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding
    • Author(s): Cheng, Jiayang; Qiu, Lin; Chan, Tsz Ho; Fang, Tianqing; Wang, Weiqi; Chan, Chun Kit; Ru, Dongyu; Guo, Qipeng; Zhang, Hongming; Song, Yangqiu; Zhang, Yue; Zhang, Zheng
    • Source: EMNLP 2023 - 2023 Conference on Empirical Methods in Natural Language Processing, Proceedings / edited by Houda Bouamor, Juan Pino, Kalika Bali. Singapore : Association for Computational Linguistics, 2023, p. 11518-11537
    • Year: 2023

  68. Wasserstein-Fisher-Rao Embedding: Logical Query Embeddings with Local Comparison and Global Transport
    • Author(s): Wang, Zihao; Fei, Weizhi; Yin, Hang; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics / edited by Anna Rogers, Jordan Boyd-Graber, Naoaki Okazaki . Toronto, Canada : Association for Computational Linguistics, 2023, p. 13679-13696
    • Year: 2023

  69. Open Visual Knowledge Extraction via Relation-Oriented Multimodality Model Prompting
    • Author(s): Cui, Hejie; Fang, Xinyu; Zhang, Zihan; Xu, Ran; Kan, Xuan; Liu, Xin; Yu, Yue; Li, Manling; Song, Yangqiu; Yang, Carl
    • Year: 2023

  70. CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering
    • Author(s): Wang, Weiqi; Fang, Tianqing; Ding, Wenxuan; Xu, Baixuan; Liu, Xin; Song, Yangqiu; Bosselut, Antoine
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2023 / Edited by Houda Bouamor, Juan Pino, Kalika Bali. Association for Computational Linguistics (ACL), 2023, p. 13520-13545
    • Year: 2023

  71. Independent Distribution Regularization for Private Graph Embedding
    • Author(s): Hu, Qi; Song, Yangqiu
    • Source: CIKM '23: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management / edited by Ingo Frommholz, Frank Hopfgartner, Mark Lee, Michael Oakes, Mounia Lalmas, Min Zhang, Rodrygo Santos. New York, NY : Association for Computing Machinery, 2023, p. 823-832
    • Year: 2023

  72. KnowComp Submission for WMT23 Word-Level AutoCompletion Task
    • Author(s): Wu, Yi; Shi, Haochen; Wang, Weiqi; Song, Yangqiu
    • Source: Conference on Machine Translation - Proceedings, December 2023, p. 882-889
    • Year: 2023

  73. KnowComp Submission for WMT23 Sign Language Translation Task
    • Author(s): Xu, Baixuan; Shi, Haochen; Zheng, Tianshi; Zong, Qing; Wang, Weiqi; Wang, Zhaowei; Song, Yangqiu
    • Source: Conference on Machine Translation - Proceedings, December 2023, p. 351-358
    • Year: 2023

  74. GOLD: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection
    • Author(s): Deng, Zheye; Wang, Weiqi; Wang, Zhaowei; Liu, Xin; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2023 / Edited by Houda Bouamor, Juan Pino, Kalika Bali. Association for Computational Linguistics (ACL), 2023, p. 3591-3608
    • Year: 2023

  75. Multi-step Jailbreaking Privacy Attacks on ChatGPT
    • Author(s): Li, Haoran; Guo, Dadi; Fan, Wei; Xu, Mingshi; Huang, Jie; Meng, Fanpu; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2023 / Edited by Houda Bouamor, Juan Pino, Kalika Bali. Association for Computational Linguistics (ACL), 2023, p. 4138-4153
    • Year: 2023

  76. LATENTLOGIC: Learning Logic Rules in Latent Space over Knowledge Graphs
    • Author(s): Liu, Junnan; Mao, Qianren; Lin, Chenghua; Song, Yangqiu; Li, Jianxin
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2023 / edited by Houda Bouamor, Juan Pino, Kalika Bali. Association for Computational Linguistics(ACL), 2023, p. 4578-4586
    • Year: 2023

  77. QADYNAMICS: Training Dynamics-Driven Synthetic QA Diagnostic for Zero-Shot Commonsense Question Answering
    • Author(s): Shi, Haochen; Wang, Weiqi; Fang, Tianqing; Xu, Baixuan; Ding, Wenxuan; Liu, Xin; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2023 /Edited by Houda Bouamor, Juan Pino, Kalika Bali. Association for Computational Linguistics (ACL), 2023, p. 15329-15341
    • Year: 2023

  78. Logical Message Passing Networks with One-hop Inference on Atomic Formulas
    • Author(s): Wang, Zihao; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Year: 2023

  79. COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspective
    • Author(s): Wang, Zhaowei; Do, Van Quyet; Zhang, Hongming; Zhang, Jiayao; Wang, Weiqi; Fang, Tianqing; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, v. 1, July 2023, p. 5253-5271
    • Year: 2023

  80. Knowledge Graph Reasoning over Entities and Numerical Values
    • Author(s): Bai, Jiaxin; Luo, Chen; Li, Zheng; Yin, Qingyu; Yin, Bing; Song, Yangqiu
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 2023, p. 57-68
    • Year: 2023

  81. CAT: A Contextualized Conceptualization and Instantiation Framework for Commonsense Reasoning
    • Author(s): Wang, Weiqi; Fang, Tianqing; Xu, Baixuan; Bo, Chun Yi Louis; Song, Yangqiu; Chen, Lei
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, v. 1, July 2023, p. 13111-13140
    • Year: 2023

  82. Sentence Embedding Leaks More Information than You Expect: Generative Embedding Inversion Attack to Recover the Whole Sentence
    • Author(s): Li, Haoran; Xu, Mingshi; Song, Yangqiu
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, July 2023, p. 14022-14040
    • Year: 2023

  83. FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery
    • Author(s): Yu, Changlong; Wang, Weiqi; Liu, Xin; Bai, Jiaxin; Song, Yangqiu; Li, Zheng; Gao, Yifan; Cao, Tianyu; Yin, Bing
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, July 2023, p. 1173-1191
    • Year: 2023

  84. Implicit Query Parsing at Amazon Product Search
    • Author(s): Luo, Chen; Goutam, Rahul; Zhang, Haiyang; Zhang, Chao; Song, Yangqiu; Yin, Bing
    • Source: SIGIR 2023 - Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, July 2023, p. 3380-3384
    • Year: 2023

  85. DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse Relation Recognition
    • Author(s): Chan, Chun Kit; Liu, Xin; Cheng, Jiayang; Li, Zihan; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Proceedings of the Annual Meeting of the Association for Computational Linguistics, July 2023, p. 35-57
    • Year: 2023

  86. CIKQA: Learning Commonsense Inference with a Unified Knowledge-in-the-loop QA Paradigm
    • Author(s): Zhang, Hongming; Huo, Yintong; Elazar, Yanai; Song, Yangqiu; Goldberg, Yoav; Roth, Dan
    • Source: Findings of the Association for Computational Linguistics: EACL 2023 / Association for Computational Linguistics. Toronto, Canada : Association for Computational Linguistics, 2023, p. 114-124
    • Year: 2023

  87. KnowComp at SemEval-2023 Task 7: Fine-tuning Pre-trained Language Models for Clinical Trial Entailment Identification
    • Author(s): Wang, Weiqi; Xu, Baixuan; Fang, Tianqing; Zhang, Lirong; Song, Yangqiu
    • Source: 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop, July 2023, p. 1-9
    • Year: 2023

  88. Global Constraints with Prompting for Zero-Shot Event Argument Classification
    • Author(s): Lin, Zizheng; Zhang, Hongming; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: EACL 2023 / edited by Andreas Vlachos, Isabelle Augenstein. Stroudsburg, USA : Association for Computational Linguistics, 2023, p. 2527-2538
    • Year: 2023

  89. PCR4ALL: A Comprehensive Evaluation Benchmark for Pronoun Coreference Resolution in English
    • Author(s): Zhao, Xinran; Zhang, Hongming; Song, Yangqiu
    • Source: Proceedings of the 13th Language Resources and Evaluation Conference, LREC 2022 / Edited by Nicoletta Calzolari, Frédéric Béchet, Philippe Blache, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Hélène Mazo, Jan Odijk, Stelios Piperidis. Paris, France : European Language Resources Association, 2022, p. 5963-5973
    • Year: 2022

  90. Multilingual Word Sense Disambiguation with Unified Sense Representation
    • Author(s): Su, Ying; Zhang, Hongming; Song, Yangqiu; Zhang, Tong
    • Source: Proceedings - International Conference on Computational Linguistics, COLING, v. 29, (1), 2022, p. 4193-4202
    • Year: 2022

  91. Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching
    • Author(s): Liu, Xin; Song, Yangqiu
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 36, (7), 2022, p. 7594-7602, Session: AAAI-22 Technical Tracks 7: AAAI Technical Track on Machine Learning II
    • Year: 2022

  92. Rare and Zero-shot Word Sense Disambiguation using Z-Reweighting
    • Author(s): Su, Ying; Zhang, Hongming; Song, Yangqiu; Zhang, Tong
    • Source: Proceedings of the 60th Annual Meeting of the Association-for-Computational-Linguistics (ACL), v. 1, May 2022, p. 4713-4723
    • Year: 2022

  93. An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks
    • Author(s): Yu, Changlong; Xiao, Tianyi; Kong, Lingpeng; Song, Yangqiu; Ng, Siu Hung
    • Source: Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, EMNLP 2022 / edited by Yoav Goldberg, Zornitsa Kozareva, Yue Zhang. Stroudsburg, USA : Association for Computational Linguistics, 2022, p. 10064-10070
    • Year: 2022

  94. SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controller
    • Author(s): Wang, Zhaowei; Zhang, Hongming; Fang, Tianqing; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, EMNLP 2022 / edited by Yoav Goldberg, Zornitsa Kozareva, Yue Zhang. Stroudsburg, USA : Association for Computational Linguistics, 2022, p. 1590-1604
    • Year: 2022

  95. MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation
    • Author(s): Su, Ying; Wang, Zihao; Fang, Tianqing; Zhang, Hongming; Song, Yangqiu; Zhang, Tong
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2022 / edited by Yoav Goldberg, Zornitsa Kozareva, Yue Zhang. Stroudsburg, USA : Association for Computational Linguistics, 2022, p. 1339-1351
    • Year: 2022

  96. PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population
    • Author(s): Fang, Tianqing; Do, Van Quyet; Zhang, Hongming; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Findings of the Association for Computational Linguistics: EMNLP 2022 / edited by Yoav Goldberg, Zornitsa Kozareva, Yue Zhang. Stroudsburg, USA : Association for Computational Linguistics, 2022, p. 3379-3394
    • Year: 2022

  97. Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform
    • Author(s): Xiao, Huiru; Liu, Xin; Song, Yangqiu; Wong, Ginny Y.; See, Simon
    • Source: Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing / edited by Yoav Goldberg, Zornitsa Kozareva, Yue Zhang. Stroudsburg, USA : Association for Computational Linguistics, 2022, p. 5228-5239
    • Year: 2022

  98. Weakly Supervised Text Classification using Supervision Signals from a Language Model
    • Author(s): Zeng, Ziqian; Ni, Weimin; Fang, Tianqing; Li, Xiang; Zhao, Xinran; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: NAACL 2022 - Findings, 2022, p. 2295-2305
    • Year: 2022

  99. Query2Particles: Knowledge Graph Reasoning with Particle Embeddings
    • Author(s): Bai, Jiaxin; Wang, Zihao; Zhang, Hongming; Song, Yangqiu
    • Source: Findings of the Association for Computational Linguistics: NAACL 2022 - Findings, 2022, p. 2703-2714
    • Year: 2022

  100. Cross-domain Cross-architecture Black-box Attacks on Fine-tuned Models with Transferred Evolutionary Strategies
    • Author(s): Zhang, Yinghua; Song, Yangqiu; Bai, Kun; Yang, Qiang
    • Source: International Conference on Information and Knowledge Management, Proceedings, October 2022, p. 2661-2670
    • Year: 2022

  101. You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas
    • Author(s): Li, Haoran; Song, Yangqiu; Fan, Lixin
    • Source: Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies / Association for Computational Linguistics. Seattle, United States : Association for Computational Linguistics, 2022, p. 5858-5870
    • Year: 2022

  102. CoCoLM: Complex Commonsense Enhanced Language Model with Discourse Relations
    • Author(s): Yu, Changlong; Zhang, Hongming; Song, Yangqiu; Ng, Siu Hung
    • Source: Findings of the Association for Computational Linguistics: ACL 2022 / Edited by Smaranda Muresan, Preslav Nakov, Aline Villavicencio. Stroudsburg, PA, USA : Association for Computational Linguistics, 2022, p. 1175-1187
    • Year: 2022

  103. Boosting Graph Structure Learning with Dummy Nodes
    • Author(s): Liu, Xin; Cheng, Jiayang; Song, Yangqiu; Jiang, Xin
    • Source: Proceedings of Machine Learning Research, v. 162, July 2022, p. 13704-13716
    • Year: 2022

  104. Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs
    • Author(s): Wang, Zihao; Yin, Hang; Song, Yangqiu
    • Source: Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1 (NeurIPS Datasets and Benchmarks 2021), v. 2021, December 2021, article number 38450
    • Year: 2022

  105. Exophoric Pronoun Resolution in Dialogues with Topic Regularization
    • Author(s): Yu, Xintong; Zhang, Hongming; Song, Yangqiu; Zhang, Changshui; Xu, Kun; Yu, Dong
    • Source: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing / Association for Computational Linguistics. Association for Computational Linguistics, 2021, p. 3832-3845
    • Year: 2021

  106. Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset
    • Author(s): Fang, Tianqing; Wang, Weiqi; Choi, Sehyun; Hao, Shibo; Zhang, Hongming; Song, Yangqiu; He, Bin
    • Source: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing / Edited by Marie-Francine Moens, Xuanjing Huang, Lucia Specia, Scott Wen-tau Yih. Association for Computational Linguistics, 2021, p. 8949-8964
    • Year: 2021

  107. Variational Weakly Supervised Sentiment Analysis with Posterior Regularization
    • Author(s): Zeng, Ziqian; Song, Yangqiu
    • Source: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 3259-3268
    • Year: 2021

  108. Joint Coreference Resolution and Character Linking for Multiparty Conversation
    • Author(s): Bai, Jiaxin; Zhang, Hongming; Song, Yangqiu; Xu, Kun
    • Source: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume / Paola Merlo, Jorg Tiedemann, Reut Tsarfaty (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2021, p. 539-548
    • Year: 2021

  109. Fair Representation Learning for Heterogeneous Information Networks
    • Author(s): Zeng, Ziqian; Islam, Rashidul; Keya, Kamrun Naher; Foulds, James; Song, Yangqiu; Pan, Shimei
    • Source: Proceedings of the Fifteenth International AAAI Conference on Web and Social Media, v. 15, (1), May 2021, p. 877-887
    • Year: 2021

  110. Exploring Discourse Structures for Argument Impact Classification
    • Author(s): Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin
    • Source: ACL-IJCNLP 2021 - 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Proceedings of the Conference, v. 1, 2021, p. 3958-3969
    • Year: 2021

  111. Learning Contextual Causality between Daily Events from Time-Consecutive Images
    • Author(s): Zhang, Hongming; Huo, Yintong; Zhao, Xinran; Song, Yangqiu; Roth, Dan
    • Source: IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, June 2021, p. 1752-1755
    • Year: 2021

  112. DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense Knowledge
    • Author(s): Fang, Tianqing; Zhang, Hongming; Wang, Weiqi; Song, Yangqiu; He, Bin
    • Source: WWW '21: Proceedings of the Web Conference 2021 / ACM. New York, NY, United States : Association for Computing Machinery, 2021, p. 2648-2659
    • Year: 2021

  113. Neural PathSim for Inductive Similarity Search in Heterogeneous Information Networks
    • Author(s): Xiao, Wenyi; Zhao, Huan; Zheng, Vincent W.; Song, Yangqiu
    • Source: International Conference on Information and Knowledge Management, Proceedings, November 2021, p. 2201-2210
    • Year: 2021

  114. A Brief Survey and Comparative Study of Recent Development of Pronoun Coreference Resolution in English
    • Author(s): Zhang, Hongming; Zhao, Xinran; Song, Yangqiu
    • Source: 4th Workshop on Computational Models of Reference, Anaphora and Coreference, CRAC 2021 - Proceedings of the Workshop, 2021, p. 1-11
    • Year: 2021

  115. Semantic-Specific Hierarchical Alignment Network for Heterogeneous Graph Adaptation
    • Author(s): Zhuang, YuanXin; Shi, Chuan; Yang, Cheng; Zhuang, Fuzhen; Song, Yangqiu
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 12976 LNAI, 10 September 2021, p. 335-350
    • Year: 2021

  116. Probing Toxic Content in Large Pre-trained Language Models
    • Author(s): Ousidhoum, Nedjma Djouhra; Zhao, Xinran; Fang, Tianqing; Song, Yangqiu; Yeung, Dit Yan
    • Source: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, v. 1, 2021, p. 4262-4274
    • Year: 2021

  117. Manifold Alignment across Geometric Spaces for Knowledge Base Representation Learning
    • Author(s): Xiao, Huiru; Song, Yangqiu
    • Year: 2021

  118. Differentially Private Federated Knowledge Graphs Embedding
    • Author(s): Peng, Hao; Li, Haoran; Song, Yangqiu; Zheng, Vincent; Li, Jianxin
    • Source: International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1416-1425
    • Year: 2021

  119. Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering
    • Author(s): Lin, Zizheng; Ke, Haowen; Wong, Ngo Yin; Bai, Jiaxin; Song, Yangqiu; Zhao, Huan; Ye, Junpeng
    • Source: International Conference on Information and Knowledge Management, Proceedings, October 2021, p. 1038-1047
    • Year: 2021

  120. Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model
    • Author(s): Dai, Hongliang; Song, Yangqiu; Wang, Haixun
    • Source: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), v. 1, 2021, p. 1790-1799
    • Year: 2021

  121. Do Boat and Ocean Suggest Beach? Dialogue Summarization with External Knowledge
    • Author(s): Fang, Tianqing; Pan, Haojie; Zhang, Hongming; Song, Yangqiu; Xu, Kun; Yu, Dong
    • Year: 2021

  122. WinoWhy: A deep diagnosis of essential commonsense knowledge for answering winograd schema challenge
    • Author(s): Zhang, Hongming; Zhao, Xinran; Song, Yangqiu
    • Source: ACL 2020 - 58th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference, Association for Computational Linguistics (ACL), 2020, p. 5736-5745
    • Year: 2020

  123. Exploiting Semantic Relations for Fine-grained Entity Typing
    • Author(s): Dai, Hongliang; Song, Yangqiu; Li, Xin
    • Year: 2020

  124. ASER: A Large-scale Eventuality Knowledge Graph
    • Author(s): Zhang, Hongming; Liu, Xin; Pan, Haojie; Song, Yangqiu; Leung, Wingki
    • Source: The Web Conference 2020 - Proceedings of the World Wide Web Conference, WWW 2020 / Editors: Yennun Huang, Irwin King, Tie-Yan Liu, Maarten van Steen.. New York, NY, USA : ACM, 2020, p. 201-211
    • Year: 2020

  125. On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification
    • Author(s): Liu, Xin; Ou, Jiefu; Song, Yangqiu; Jiang, Xin
    • Source: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, v. 2021-January, January 2021, p. 3830-3836
    • Year: 2020

  126. TransOMCS: From Linguistic Graphs to Commonsense Knowledge
    • Author(s): Zhang, Hongming; Khashabi, Daniel; Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, v. 2021-January, January 2021, p. 4004-4010
    • Year: 2020

  127. A Chinese corpus for fine-grained entity typing
    • Author(s): Lee, Chin; Dai, Hongliang; Song, Yangqiu; Li, Xin
    • Source: Proceedings of the 12th Language Resources and Evaluation Conference (LREC 2020) / European Language Resources Association (ELRA). Paris, France : European Language Resources Association (ELRA), 2020, p. 4451-4457
    • Year: 2020

  128. Peer-inspired Student Performance Prediction in Interactive Online Question Pools with Graph Neural Network
    • Author(s): Li, Haotian; Wei, Huan; Wang, Yong; Song, Yangqiu; Qu, Huamin
    • Source: CIKM '20: Proceedings of the 29th ACM International Conference on Information & Knowledge Management / Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2020, p. 2589-2596
    • Year: 2020

  129. Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning
    • Author(s): Zhang, Yinghua; Song, Yangqiu; Liang, Jian; Bai, Kun; Yang, Qiang
    • Source: KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining / Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2020, p. 2989-2997
    • Year: 2020

  130. Neural Subgraph Isomorphism Counting
    • Author(s): Liu, Xin; Pan, Haojie; He, Mutian; Song, Yangqiu; Jiang, Xin; Shang, Lifeng
    • Source: KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, Association for Computing Machinery. New York, United States : Association for Computing Machinery, 2020, p. 1959-1969
    • Year: 2020

  131. Recent Advances on Graph Analytics and Its Applications in Healthcare
    • Author(s): Wang, Fei; Cui, Peng; Pei, Jian; Song, Yangqiu; Zang, Chengxi
    • Source: KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining / Association for Computing Machinery. New York, US : Association for Computing Machinery, 2020, p. 3545-3546
    • Year: 2020

  132. Enriching Large-Scale Eventuality Knowledge Graph with Entailment Relations
    • Author(s): Yu, Changlong; Zhang, Hongming; Song, Yangqiu; Ng, Wilfred Siu Hung; Shang, Lifeng
    • Year: 2020

  133. Vertex-reinforced Random Walk for Network Embedding
    • Author(s): Xiao, Wenyi; Huan, Zhao; Zheng, Vincent W.; Song, Yangqiu
    • Source: Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 595-603
    • Year: 2020

  134. Fisher Deep Domain Adaptation
    • Author(s): Zhang, Yinghua; Zhang, Yu; Wei, Ying; Bai, Kun; Song, Yangqiu; Yang, Qiang
    • Source: Proceedings of the 2020 SIAM International Conference on Data Mining / Editor(s): Carlotta Demeniconi and Nitesh Chawla. Philadelphia, USA : Society for Industrial and Applied Mathematics, 2020, p. 469-477
    • Year: 2020

  135. Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets
    • Author(s): Ousidhoum, Nedjma Djouhra; Song, Yangqiu; Yeung, Dit Yan
    • Source: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), November 2020, p. 2532-2542
    • Year: 2020

  136. Analogous Process Structure Induction for Sub-event Sequence Prediction
    • Author(s): Zhang, Hongming; Chen, Muhao; Wang, Haoyu; Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), v. 202, November 2020, p. 1541-1550
    • Year: 2020

  137. When Hearst Is not Enough: Improving Hypernymy Detection from Corpus with Distributional Models
    • Author(s): Yu, Changlong; Han, Jialong; Wang, Peifeng; Song, Yangqiu; Zhang, Hongming; Ng, Wilfred Siu Hung; Shi, Shuming
    • Source: Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), November 2020, p. 6208-6217
    • Year: 2020

  138. SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition
    • Author(s): Zhang, Hongming; Ding, Hantian; Song, Yangqiu
    • Source: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 722-731
    • Year: 2019

  139. Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision
    • Author(s): Dai, Hongliang; Song, Yangqiu
    • Source: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 5268-5277
    • Year: 2019

  140. Hyper-Path-Based Representation Learning for Hyper-Networks
    • Author(s): Huang, Jie; Liu, Xin; Song, Yangqiu
    • Source: Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 449-458
    • Year: 2019

  141. Beyond Personalization: Social Content Recommendation for Creator Equality and Consumer Satisfaction
    • Author(s): Xiao, Wenyi; Zhao, Huan; Pan, Haojie; Song, Yangqiu; Zheng, Vincent W.; Yang, Qiang
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2019, p. 235-245
    • Year: 2019

  142. Relation Discovery with Out-of-Relation Knowledge Base as Supervision
    • Author(s): Liang, Yan; Liu, Xin; Zhang, Jianwen; Song, Yangqiu
    • Source: Proceedings of NAACL-HLT, v. 2019, June 2019, p. 3280-3290
    • Year: 2019

  143. Incorporating Context and External Knowledge for Pronoun Coreference Resolution
    • Author(s): Zhang, Hongming; Song, Yan; Song, Yangqiu
    • Source: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, v. 1, 2019, p. 872-881
    • Year: 2019

  144. A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification
    • Author(s): Zeng, Ziqian; Zhou, Wenxuan; Liu, Xin; Song, Yangqiu
    • Source: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, June 2019, p. 386-396
    • Year: 2019

  145. Fine-grained Event Categorization With Heterogeneous Graph Convolutional Networks
    • Author(s): Peng, Hao; Li, Jianxin; Gong, Qiran; Song, Yangqiu; Ning, Yuanxing; Lai, Kunfeng; Yu, Philip S.
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2019-August, August 2019, p. 3238-3245
    • Year: 2019

  146. Motif Enhanced Recommendation Over Heterogeneous Information Network
    • Author(s): Zhao, Huan; Zhou, Yingqi; Song, Yangqiu; Lee, Dik Lun
    • Source: Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 2189-2192
    • Year: 2019

  147. Improving Fine-grained Entity Typing with Entity Linking
    • Author(s): Dai, Hongliang; Du, Donghong; Li, Xin; Song, Yangqiu
    • Source: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) / Edited by Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan. Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 6210-6215
    • Year: 2019

  148. What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues
    • Author(s): Yu, Xintong; Zhang, Hongming; Song, Yangqiu; Song, Yan; Zhang, Changshui
    • Source: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) / Edited by Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan. Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 5123-5132
    • Year: 2019

  149. Multilingual and Multi-Aspect Hate Speech Analysis
    • Author(s): Ousidhoum, Nedjma Djouhra; Lin, Zizheng; Zhang, Hongming; Song, Yangqiu; Yeung, Dit Yan
    • Source: EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference / Edited by Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan. Pennsylvania, United States : Association for Computational Linguistics, 2019, p. 4675-4684
    • Year: 2019

  150. Multiplex Word Embeddings for Selectional Preference Acquisition
    • Author(s): Zhang, Hongming; Bai, Jiaxin; Song, Yan; Xu, Kun; Yu, Changlong; Song, Yangqiu; Ng, Siu Hung; Yu, Dong
    • Source: EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference / Edited by Kentaro Inui, Jing Jiang, Vincent Ng, Xiaojun Wan. Pennsylvania, United States : Association for Computational Linguistics, 2019, p. 5247-5256, Anthology ID: D19-1528
    • Year: 2019

  151. Efficient Path Prediction for Semi-supervised and Weakly Supervised Hierarchical Text Classification
    • Author(s): Xiao, Huiru; Liu, Xin; Song, Yangqiu
    • Source: WWW '19: The World Wide Web Conference / Edited by Ling Liu, Ryen White. New York : Association for Computing Machinery, 2019, p. 3370-3376
    • Year: 2019

  152. HetespaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding
    • Author(s): He, Yu; Song, Yangqiu; Li, Jianxin; Ji, Cheng; Peng, Jian; Peng, Hao
    • Source: Proceedings of the 28th ACM International Conference on Information & Knowledge Management (CIKM '19), November 2019, p. 639-648
    • Year: 2019

  153. Knowledge-aware Pronoun Coreference Resolution
    • Author(s): Zhang, Hongming; Song, Yan; Song, Yangqiu; Yu, Dong
    • Source: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics / Anna Korhonen, David Traum, Lluís Màrquez (Editors). Stroudsburg, USA : Association for Computational Linguistics, 2019, p. 867-876
    • Year: 2019

  154. CogcompnLP: Your Swiss army knife for NLP
    • Author(s): Khashabi, Daniel; Sammons, Mark; Zhou, Ben; Redman, Tom; Christodoulopoulos, Christos E.; Srikumar, Vivek; Rizzolo, Nicholas; Luo, Lev Ratinov Guanheng; Do, Quang; Tsai, Chentse; Roy, Subhro; Mayhew, Stephen; Feng, Zhili; Wieting, John; Yu, Xiaodong; Song
    • Source: LREC 2018 - 11th International Conference on Language Resources and Evaluation / Edited by Nicoletta Calzolari, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Koiti Hasida, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Hélène Mazo, Asuncion Moreno, Jan Odijk, Stelios Piperidis, Takenobu Tokunaga. Stroudsburg PA, USA : Association for Computational Linguistics, 2019, p. 541-549
    • Year: 2019

  155. MetaGAN: An Adversarial Approach to Few-Shot Learning
    • Author(s): Zhang, Ruixiang; Che, Tong; Ghahramani, Zoubin; Bengio, Yoshua; Song, Yangqiu
    • Source: Advances in Neural Information Processing Systems, v.31, 2018
    • Year: 2018

  156. Entity Linking within a Social Media Platform: A Case Study on Yelp
    • Author(s): Dai, Hongliang; Song, Yangqiu; Qiu, Liwei; Liu, Rijia
    • Source: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), v.2018, 2018, p. 2023-2032
    • Year: 2018

  157. Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN
    • Author(s): Peng, Hao; Li, Jianxin; He, Yu; Liu, Yaopeng; Bao, Mengjiao; Wnag, Lihong; Song, Yangqiu; Yang, Qiang
    • Source: The Web Conference 2018 - Proceedings of the World Wide Web Conference, WWW 2018, April 2018, p. 1063-1072
    • Year: 2018

  158. Training and evaluating improved dependency-based word embeddings
    • Author(s): Li, Chen; Li, Jianxin; Song, Yangqiu; Lin, Ziwei
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 32, (1), 2018, article number 12044, p. 5836-5843
    • Year: 2018

  159. A Distributed Solution for Winograd Schema Challenge
    • Author(s): Zhang, Hongming; Song, Yangqiu
    • Source: ICMLC 2018: Proceedings of the 2018 10th International Conference on Machine Learning and Computing / Association for Computing Machinery. New York : Association for Computing Machinery, 2018, p. 322-326
    • Year: 2018

  160. Capture Commonsense Knowledge for Sentiment Analysis
    • Author(s): Zhang, Hongming; Liu, Zhaoyu; Song, Yangqiu
    • Source: Proceedings - 2018 IEEE International Conference on Big Data and Smart Computing, BigComp 2018, May 2018, article number 8367226, p. 767-770
    • Year: 2018

  161. Ranking Users in Social Networks with Higher-Order Structures
    • Author(s): Zhao, Huan; Xu, Xiaogang; Song, Yangqiu; Lee, Dik Lun; Chen, Zhao; Gao, Han
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 32, (1), 2018, article number 11285, p. 232-239
    • Year: 2018

  162. Time-evolving Text Classification With Deep Neural Networks
    • Author(s): He, Yu; Li, Jianxin; Song, Yangqiu; He, Mutian; Peng, Hao
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, July 2018, p. 2241-2247
    • Year: 2018

  163. Biased random walk based social regularization for word embeddings
    • Author(s): Zeng, Ziqian; Liu, Xin; Song, Yangqiu
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, 2018, p. 4560-4566
    • Year: 2018

  164. Scalable Multiplex Network Embedding
    • Author(s): Zhang, Hongming; Qiu, Liwei; Yi, Lingling; Song, Yangqiu
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, 2018, p. 3082-3088
    • Year: 2018

  165. What construction topics do they discuss in social media? A case study of weibo in China
    • Author(s): Tang, Liyaning Yaning N.; Zhang, Yiming M.; Dai, Fei; Yoon, Yoojung J.; Song, Yangqiu
    • Source: Construction Research Congress 2018: Construction Information Technology / Edited by Chao Wang, Christofer Harper, Yongcheol Lee, Rebecca Harris, Charles Berryman. USA : American Society of Civil Engineers, 2018, p. 612-621
    • Year: 2018

  166. Make Evasion Harder: An Intelligent Android Malware Detection System
    • Author(s): Hou, Shifu; Ye, Yanfang; Song, Yangqiu; Abdulhayoglu, Melih
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2018-July, 2018, p. 5279-5283
    • Year: 2018

  167. Sentiment analysis for the construction industry: A case study of weibo in China
    • Author(s): Tang, L. Y.N.; Zhang, Y. M.; Dai, F.; Yoon, Y. J.; Song, Y. Q.
    • Source: Computing in Civil Engineering 2017 / edited by Lin Ken-Yu; Lin Ken-Yu; El-Gohary Nora; El-Gohary Nora; Tang Pingbo; Tang Pingbo. American Society of Civil Engineers (ASCE), 2017, p. 270-281
    • Year: 2017

  168. NNEMBs at SemEval-2017 Task 4: Neural Twitter Sentiment Classification: A Simple Ensemble Method with Different Embeddings
    • Author(s): Yin, Yichun; Song, Yangqiu; Zhang, Ming
    • Source: ACL 2017 - 11th International Workshop on Semantic Evaluations, SemEval 2017, Proceedings of the Workshop, Association for Computational Linguistics (ACL), 2017, p. 621-625
    • Year: 2017

  169. Understanding Hidden Memories of Recurrent Neural Networks
    • Author(s): Ming, Yao; Cao, Shaozu; Zhang, Ruixiang; Li, Zhen; Chen, Yuanzhe; Song, Yangqiu; Qu, Huamin
    • Source: 2017 IEEE Conference on Visual Analytics Science and Technology, VAST 2017 - Proceedings, December 2018, article number 8585721, p. 13-24
    • Year: 2017

  170. Neural Twitter Sentiment Classification: a Simple Ensemble Method with Different Embeddings
    • Author(s): Yin, Yichun; Zhang, Ming; Song, Yangqiu
    • Source: Proceedings of the 11th International Workshop on Semantic Evaluations (SemEval-2017)
    • Year: 2017

  171. HinDroid: An Intelligent Android Malware Detection System Based on Structured Heterogeneous Information Network
    • Author(s): Hou, Shifu; Ye, Yanfang; Song, Yangqiu; Abdulhayoglu, Melih
    • Source: Proceeding KDD '17 Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, p. 1507-1515
    • Year: 2017

  172. KBQA: Learning question answering over QA corpora and knowledge bases
    • Author(s): Cui, Wanyun; Xiao, Yanghua; Wang, Haixun; Song, Yangqiu; Hwang, Seungwon; Wang, Wei
    • Source: Proceedings of the VLDB Endowment, v. 10, (5), January 2017, p. 565-576
    • Year: 2017

  173. Meta-Graph Based Recommendation Fusion over Heterogeneous Information Networks
    • Author(s): Zhao, Huan; Yao, Quanming; Li, Jianda; Song, Yangqiu; Lee, Dik Lun
    • Source: Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, p. 635-644
    • Year: 2017

  174. Budgeted Task Scheduling for Crowdsourced Knowledge Acquisition
    • Author(s): Han, Tao; Sun, Hailong; Song, Yangqiu; Wang, Zizhe; Liu, Xudong
    • Source: International Conference on Information and Knowledge Management, Proceedings, F131841, November 2017, p. 1059-1068
    • Year: 2017

  175. Distant Meta-path Similarities for Text-based Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu; Li, Haoran; Sun, Yizhou; Zhang, Ming; Han, Jiawei
    • Source: International Conference on Information and Knowledge Management, Proceedings, v. Part F131841, November 2017, p. 1629-1638
    • Year: 2017

  176. Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components
    • Author(s): Yu, Jinxing; Jian, Xun; Xin, Hao; Song, Yangqiu
    • Source: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, Association for Computational Linguistics, 2017, p. 286-291
    • Year: 2017

  177. Cross-lingual Dataless Classification for Many Languages
    • Author(s): Song, Yangqiu; Upadhyay, Shyam; Peng, Haoruo; Roth, Dan
    • Source: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, p. 2901-2907
    • Year: 2017

  178. Incorporating External Knowledge into Crowd Intelligence for More Specific Knowledge Acquisition
    • Author(s): Han, Tao; Sun, Hailong; Song, Yangqiu; Fang, Yili; Liu, Xudong
    • Source: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, p. 1541-1547
    • Year: 2017

  179. Incrementally Learning the Hierarchical Softmax Function for Neural Language Models
    • Author(s): Hao, Peng; Li, Jianxin; Song, Yangqiu; Liu, Yaopeng
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 31, (1), 2017, article number 10994, p. 3267-3273
    • Year: 2017

  180. Document-level Multi-aspect Sentiment Classification as Machine Comprehension
    • Author(s): Yin, Yichun; Song, Yangqiu; Zhang, Ming
    • Source: EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, Proceedings, 2017, p. 2044-2054
    • Year: 2017

  181. Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components
    • Author(s): Yu, Jinxing; Jian, Xun; Xing, Hao; Song, Yangqiu
    • Source: EMNLP 2017 - Conference on Empirical Methods in Natural Language Processing, 2017, p. 286-291
    • Year: 2017

  182. Socialized Word Embeddings
    • Author(s): Zeng, Ziqian; Yin, Yichun; Song, Yangqiu; Zhang, Ming
    • Source: IJCAI International Joint Conference on Artificial Intelligence, v. 2017, August 2017, p. 3615-3921
    • Year: 2017

  183. Semi-supervised Learning Over Heterogeneous Information Networks by Ensemble of Meta-graph Guided Random Walks
    • Author(s): Jiang, He; Song, Yangqiu; Wang, Chenguang; Zhang, Ming; Sun, Yizhou
    • Source: IJCAI International Joint Conference on Artificial Intelligence, 2017, p. 1944-1950
    • Year: 2017

  184. RelSim: Relation Similarity Search in Schema-Rich Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Sun, Yizhou; Song, Yanglei; Han, Jiawei; Song, Yangqiu; Wang, Lidan; Zhang, Ming
    • Source: Proceedings of the 2016 SIAM International Conference on Data Mining (SDM), 2016, p. 621-629
    • Year: 2016

  185. Text classification with heterogeneous information network kernels
    • Author(s): Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10297, p. 2130-2136
    • Year: 2016

  186. Instilling Social to Physical: Co-Regularized Heterogeneous Transfer Learning
    • Author(s): Wei, Ying; Zhu, Yin; Leung, Cane Wing Ki; Song, Yangqiu; Yang, Qiang
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), 2016, article number 10172, p. 1338-1344
    • Year: 2016

  187. Word Embeddings with Limited Memory
    • Author(s): Ling, Shaoshi; Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, v. 2, (Short Papers), August 2016, p. 387-392
    • Year: 2016

  188. Improving Topic Model Stability for Effective Document Exploration
    • Author(s): Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan
    • Source: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-16), v. 2016-January, 2016, p. 4223-4227
    • Year: 2016

  189. Event Detection and Co-reference with Minimal Supervision
    • Author(s): Peng, Haoruo; Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing,, Association for Computational Linguistics (ACL), 2016, p. 392-402
    • Year: 2016

  190. Tracking Idea Flows between Social Groups
    • Author(s): Zhong, Yangxin; Liu, Shixia; Wang, Xiting; Xiao, Jiannan; Song, Yangqiu
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 30, (1), February 2016, article number 10163, p. 1436-1443
    • Year: 2016

  191. Spectral label refinement for noisy and missing text labels
    • Author(s): Song, Yangqiu; Wang, Chenguang; Zhang, Ming; Sun, Hailong; Yang, Qiang
    • Source: Proceedings of the 29th AAAI Conference on Artificial Intelligence, AAAI 2015 and the 27th Innovative Applications of Artificial Intelligence Conference, IAAI 2015, AI Access Foundation, 2015, p. 2972-2978
    • Year: 2015

  192. Combining Machine Learning and Crowdsourcing for Better Understanding Commodity Reviews
    • Author(s): Wu, Heting; Sun, Hailong; Fang, Yili; Hu, Kefan; Xie, Yongqing; Song, Yangqiu; Liu, Xudong
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9725, p. 4220-4221
    • Year: 2015

  193. Transitive Transfer Learning
    • Author(s): Tan, Ben; Song, Yangqiu; Zhong, Erheng; Yang, Qiang
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. 2015-August, August 2015, p. 1155-1164
    • Year: 2015

  194. Improving a Pipeline Architecture for Shallow Discourse Parsing
    • Author(s): Song, Yangqiu; Peng, Haoruo; Kordjamshidi, Parisa; Sammons, Mark; Roth, Dan
    • Source: Proceedings of the Nineteenth Conference on Computational Natural Language Learning - Shared Task, 2015, p. 78-83
    • Year: 2015

  195. Unsupervised Sparse Vector Densification for Short Text Similarity
    • Author(s): Song, Yangqiu; Roth, Dan
    • Source: NAACL HLT 2015 - 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Conference, The Association for Computational Linguistics, 2015, p. 1275-1280
    • Year: 2015

  196. User-directed Non-disruptive Topic Model Update for Effective Exploration of Dynamic Content
    • Author(s): Yang, Yi; Pan, Shimei; Song, Yangqiu; Lu, Jie; Topkara, Mercan
    • Source: Proceedings of the 20th International Conference on Intelligent User Interfaces, New York, NY, USA : ACM , 2015, p. 158-168
    • Year: 2015

  197. Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems
    • Author(s): Sammons, Mark; Peng, Haoruo; Song, Yangqiu; Upadhyay, Shyam; Tsai, Chen-Tse; Reddy, Pavankumar; Roy, Subhro; Roth, Dan
    • Year: 2015

  198. Open Domain Short Text Conceptualization: A Generative+ Descriptive Modeling Approach
    • Author(s): Song, Yangqiu; Wang, Shusen; Wang, Haixun
    • Source: Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2015), Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3820-3826
    • Year: 2015

  199. Constrained Information-theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations
    • Author(s): Wang, Chenguang; Song, Yangqiu; Roth, Dan; Wang, Chi; Han, Jiawei; Ji, Heng; Zhang, Ming
    • Source: Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, Edited by Qiang Yang and Michael Wooldridge. Palo Alto, California, USA : AAAI Press; International Joint Conferences on Artificial Intelligence, 2015, p. 3882-3889
    • Year: 2015

  200. Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu; El-Kishky, Ahmed; Roth, Dan; Zhang, Ming; Han, Jiawei
    • Source: Proceeding: KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA : ACM, 2015, p. 1215-1224
    • Year: 2015

  201. Semantic-based Recommendation across Heterogeneous Domains
    • Author(s): Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Wang, Wei
    • Source: Proceedings: 15th IEEE International Conference on Data Mining (ICDM 2015), Editors: Charu Aggarwal, Zhi-Hua Zhou, Alexander Tuzhilin, Hui Xiong, and Xindong Wu. The Institute of Electrical and Electronics Engineers, Inc., 2015, p. 1075-1080
    • Year: 2015

  202. Knowsim: A Document Similarity Measure on Structured Heterogeneous Information Networks
    • Author(s): Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
    • Source: 2015 IEEE International Conference on Data Mining (ICDM), The Institute of Electrical and Electronics Engineers, 2015, p. 1015-1020
    • Year: 2015

  203. Microblog Sentiment Classification with Contextual Knowledge Regularization
    • Author(s): Wu, Fangzhao; Song, Yangqiu; Huang, Yongfeng
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 29, (1), 2015, article number 9503, p. 2332-2338
    • Year: 2015

  204. Scalable heterogeneous translated hashing
    • Author(s): Wei, Ying; Song, Yangqiu; Zhen, Yi; Liu, Bo; Yang, Qiang
    • Source: KDD '14: Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining / Association for Computing Machinery. New York : Association for Computing Machinery, 2014, p. 791-800
    • Year: 2014

  205. Overview of UI-CCG Systems for Event Argument Extraction, Entity Discovery and Linking, and Slot Filler Validation
    • Author(s): Sammons, Mark; Song, Yangqiu; Wang, Ruichen; Kundu, Gourab; Tsai, Chen-Tse; Upadhyay, Shyam; Ancha, Siddarth; Mayhew, Stephen; Roth, Dan
    • Year: 2014

  206. Transfer Understanding from Head Queries to Tail Queries
    • Author(s): Song, Yangqiu; Wang, Haixun; Chen, Weizhu; Wang, Shusen
    • Source: Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, New York, NY, USA : ACM, 2014, p. 1299-1308
    • Year: 2014

  207. Tag propagation based recommendation across diverse social media
    • Author(s): Yang, Deqing; Xiao, Yanghua; Song, Yangqiu; Zhang, Junjun; Zhang, Kezun; Wang, Wei
    • Source: WWW '14 Companion: Proceedings of the 23rd International Conference on World Wide Web, New York, NY, USA : ACM, 2014, p. 407-408
    • Year: 2014

  208. On Dataless Hierarchical Text Classification
    • Author(s): Song, Yangqiu; Roth, Dan
    • Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 28, (1), June 2014, article number 8938, p. 1579-1585
    • Year: 2014

  209. Identifying Users’ Topical Tasks in Web Search
    • Author(s): Hua, Wen; Song, Yangqiu; Wang, Haixun; Zhou, Xiaofang
    • Source: Proceedings of the sixth ACM International Conference on Web Search and Data Mining, New York, NY, USA : ACM, 2013, p. 93-102
    • Year: 2013

  210. Optimizing Temporal Topic Segmentation for Intelligent Text Visualization
    • Author(s): Pan, Shimei; Zhou, Michelle; Song, Yangqiu; Qian, Weihong; Wang, Fei; Liu, Shixia
    • Source: International Conference on Intelligent User Interfaces, Proceedings IUI, 2013, p. 339-349
    • Year: 2013

  211. Mining Evolutionary Multi-Branch Trees from Text Streams
    • Author(s): Wang, Xiting; Liu, Shixia; Song, Yangqiu; Guo, Baining
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, v. Part F128815, August 2013, article number 2487603, p. 722-730
    • Year: 2013

  212. Lead-lag Analysis via Sparse Co-projection in Correlated Text Streams
    • Author(s): Wu, Fangzhao; Song, Yangqiu; Liu, Shixia; Huang, Yongfeng; Liu, Zhenyu
    • Source: CIKM '13: Proceedings of the 22nd ACM international conference on Information & Knowledge Management / Association for Computing Machinery. New York : Association for Computing Machinery, 2013, p. 2069-2078
    • Year: 2013

  213. Collaborative Boosting for Activity Classification in Microblogs
    • Author(s): Song, Yangqiu; Lu, Zhengdong; Leung, Cane Wing Ki; Yang, Qiang
    • Source: KDD '13: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining / Association for Computing Machinery. New York, NY, USA : Association for Computing Machinery, 2013, p. 482-490
    • Year: 2013

  214. KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection
    • Author(s): Choi, Sehyun; Fang, Tianqing; Wang, Zhaowei; Song, Yangqiu
    • Source: EMNLP 2023 - 2023 Conference on Empirical Methods in Natural Language Processing, Proceedings / edited by Houda Bouamor, Juan Pino, Kalika Bali. Singapore : Association for Computational Linguistics, 2023, p. 14035 -14053
    • Year: 2012

  215. Automatic Taxonomy Construction from Keywords
    • Author(s): Liu, Xueqing; Song, Yangqiu; Liu, Shixia; Wang, Haixun
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012, p. 1433-1441
    • Year: 2012

  216. A Common and Common Sense Knowledge Base for Opinion Mining
    • Author(s): Cambria, Erik; Song, Yangqiu; Wang, Haixun; Isanette, Amir Hussain.
    • Source: Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137396, p. 315-322
    • Year: 2011

  217. Short Text Conceptualization using a Probabilistic Knowledgebase
    • Author(s): Song, Yangqiu; Wang, Haixun; Wang, Zhongyuan; Li, Hongsong; Chen, Weizhu
    • Source: IJCAI International Joint Conference on Artificial Intelligence, 2011, p. 2330-2336
    • Year: 2011

  218. Tracking and Connecting Topics via Incremental Hierarchical Dirichlet Processes
    • Author(s): Gao, Zekai J.; Song, Yangqiu; Liu, Shixia; Wang, Haixun; Wei, Hao; Cui, Weiwei; Chen, Yang
    • Source: Proceedings - IEEE International Conference on Data Mining, ICDM, 2011, Article number 6137314, p. 1056-1061
    • Year: 2011

  219. TIARA: A Visual Exploratory Text Analytic System
    • Author(s): Wei, Furu; Liu, Shixia; Song, Yangqiu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Tan, Li; Zhang, Qiang
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 153-162
    • Year: 2010

  220. Evolutionary hierarchical Dirichlet processes for multiple correlated time-varying corpora
    • Author(s): Zhang, Jianwen; Song, Yangqiu; Zhang, Changshui; Liu, Shixia
    • Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, July 2010, p. 1079-1088
    • Year: 2010

  221. Homotopy Regularization for Boosting
    • Author(s): Song, Yangqiu; Wang, Zheng; Zhang, Changshui
    • Source: Proceedings - IEEE International Conference on Data Mining, ICDM, 2010, Article number 5694094, p. 1115-1120
    • Year: 2010

  222. Constrained Co-clustering for Textual Documents
    • Author(s): Song, Yangqiu; Pan, Shimei; Liu, Shixia; Wei, Furu; Zhou, Michelle X.; Qian, Weihong
    • Source: Proceedings of the National Conference on Artificial Intelligence, v. 1, 2010, p. 581-586
    • Year: 2010

  223. Tag Propagation Based Recommendation across Diverse Social Media
    • Author(s): Liu, Shixia; Song, Yangqiu; Wei, Furu; Pan, Shimei; Zhou, Michelle X.; Qian, Weihong; Shi, Lei; Zhang, Qiang; Tan, Li
    • Year: 2010

  224. Knowledge transfer on hybrid graph
    • Author(s): Wang, Zheng; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the 21st International Joint Conference on Artificial Intelligence, 2009, p. 1291-1296
    • Year: 2009

  225. Efficient active learning with boosting
    • Author(s): Wang, Zheng; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the 2009 SIAM International Conference on Data Mining, 2009, p. 1232-1243
    • Year: 2009

  226. On-line Evolutionary Exponential Family Mixture
    • Author(s): Zhang, Jianwen; Song, Yangqiu; Chen, Gang; Zhang, Changshui
    • Source: IJCAI International Joint Conference on Artificial Intelligence, 2009, p. 1610-1615
    • Year: 2009

  227. Topic and Keyword Re-ranking for LDA-based Topic Modeling
    • Author(s): Song, Yangqiu; Pan, Shimei; Liu, Shixia; Zhou, Michelle X.; Qian, Weihong
    • Source: International Conference on Information and Knowledge Management, Proceedings, 2009, p. 1757-1760
    • Year: 2009

  228. Transferred Dimensionality Reduction
    • Author(s): Wang, Zheng; Song, Yangqiu; Zhang, Changshui
    • Source: Lecture Notes in Computer Science, v. 5212, 2008, p. 550-565
    • Year: 2008

  229. Semi-supervised Ranking Aggregation
    • Author(s): Chen, Shouchun; Wang, Fei; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the 17th ACM Conference on Information and Knowledge Management, Oct 2008, p. 1427-1428
    • Year: 2008

  230. Semi-Supervised Multi-label Learning by Solving a Sylvester Equation
    • Author(s): Chen, Gang; Song, Yangqiu; Wang, Fei; Zhang, Changshui
    • Source: Society for Industrial and Applied Mathematics - 8th SIAM International Conference on Data Mining 2008, Proceedings in Applied Mathematics 130, v. 1, 2008, p. 410-419
    • Year: 2008

  231. Semi-Supervised Dimensionality Reduction for Image Retrieval
    • Author(s): Zhang, Bin; Song, Yangqiu; Yin, Wenjun; Xie, Ming; Dong, Jin; Zhang, Changshui
    • Source: Proceedings of SPIE - The International Society for Optical Engineering, v. 6822, 2008, Article number 682225
    • Year: 2008

  232. Cost Sensitive Boosting Algorithms as Gradient Descent
    • Author(s): Cai, Qutang; Song, Yangqiu; Zhang, Changshui
    • Source: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, Article number 4518033, p. 2009-2012
    • Year: 2008

  233. Parallel Spectral Clustering Algorithm forLarge-Scale Community Data Mining
    • Author(s): Miao, Gengxin; Song, Yangqiu; Zhang, Dong; Bai, Hongjie
    • Year: 2008

  234. Parallel Spectral Clustering
    • Author(s): Song, Yangqiu; Chen, Wen-Yen; Bai, Hongjie; Lin, Chih-Jen; Chang, Edward
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 5212, (2), 2008, p. 3890
    • Year: 2008

  235. Active Model Selection in Graph-Based Semi-Supervised Learning
    • Author(s): Zhao, Bin; Wang, Fei; Zhang, Changshui; Song, Yangqiu
    • Source: 2008 IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2008, article number 4518001, p. 1881-1884
    • Year: 2008

  236. Semi-Supervised Music Genre Classification
    • Author(s): Song, Yangqiu; Zhang, Changshui; Xiang, Shiming
    • Source: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, 2007, Article number 4217512, p. II729-II732
    • Year: 2007

  237. Embedding New Data Points for Manifold Learning via Coordinate Propagation
    • Author(s): Xiang, Shiming; Nie, Feiping; Song, Yangqiu; Zhang, Changshui; Zhang, Chunxia
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4426, 2007, p. 332-343
    • Year: 2007

  238. Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2007, Article number 4270409
    • Year: 2007

  239. Ranking with Semi-Supervised Distance Metric Learning and Its Application to Housing Potential Estimation
    • Author(s): Song, Yangqiu; Zhang, Bin; Yin, Wenjun; Zhang, Changshui; Dong, Jin
    • Source: International Conference on Information and Knowledge Management, Proceedings, 2007, p. 975-978
    • Year: 2007

  240. Localized Content-Based Image Retrieval using Semi-Supervised Multiple Instance Learning
    • Author(s): Zhang, Dan; Shi, Zhenwei; Song, Yangqiu; Zhang, Changshui
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4843, (1), 2007, p. 180-188
    • Year: 2007

  241. A Supervised Method to Chart Multiple Manifolds
    • Author(s): Zhang, Dan; Song, Yangqiu; Qiao, Qifeng; Shi, Zhenwei; Zhang, Changshui
    • Year: 2007

  242. Extracting the Optimal Dimensionality for Discriminant Analysis
    • Author(s): Nie, Feiping; Xiang, Shiming; Song, Yangqiu; Zhang, Changshui
    • Source: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, v. 2, April 2007, article number 4217484, p. 617-620
    • Year: 2007

  243. Graph Based Multi-Class Semi-Supervised Learning using Gaussian Process
    • Author(s): Song, Yangqiu; Zhang, Changshui; Lee, Jianguo
    • Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 4109, 2006, p. 450-458
    • Year: 2006

  244. A Discriminative Method for Semi-Automated Tumorous Tissues Segmentation of MR Brain Images
    • Author(s): Song, Yangqiu; Zhang, Changshui; Lee, Jianguo; Wang, Fei
    • Source: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, v. 2006, 2006, Article number 1640520
    • Year: 2006

  245. New Boosting Methods of Gaussian Processes for Regression
    • Author(s): Song, Yangqiu; Zhang, Changshui
    • Source: Proceedings of the International Joint Conference on Neural Networks, v. 2, 2005, Article number 1556014, p. 1142-147
    • Year: 2005