Publications

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  1. 2026
  2. DuCCAE: A Hybrid Engine for Immersive Conversation via Collaboration, Augmentation, and Evolution
    Xin Shen, ZhiShu Jiang, Jiaye Yang, Haibo Liu, Yichen Wan, Jiarui Zhang, Tingzhi Dai, Luodong Xu, Shuchen Wu, Guanqiang Qi, Chenxi Miao, Jiahui Liang, Yang Li, Weikang Li, Deguo Xia, Jizhou Huang
    [KDD] Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining | August 2026
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  3. Beyond End-to-End Video Models: An LLM-Based Multi-Agent System for Educational Video Generation
    Lingyong Yan, Jiulong Wu, Dong Xie, Weixian Shi, Deguo Xia, Jizhou Huang
    [KDD] Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining | August 2026
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  4. MapAgent: An Industrial-Grade Agentic Framework for City-scale Lane-level Map Generation
    Deguo Xia, Li Zihan, Haochen Zhao, Dong Xie, Yuyao Kong, Xiyan Liu, Jizhou Huang, Mengmeng Yang, Diange Yang
    [KDD] Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining | August 2026
  5. Stay in Character, Stay Safe: Dual-Cycle Adversarial Self-Evolution for Safety Role-Playing Agents
    Mingyang Liao, Yichen Wan, shuchen wu, Chenxi Miao, Xin Shen, Weikang Li, Yang Li, Deguo Xia, Jizhou Huang
    [IJCAI] Proceedings of the 35th International Joint Conference on Artificial Intelligence | August 2026
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  6. One Tool Is Enough: Reinforcement Learning of LLM Agents for Repository-Level Code Navigation
    Zhaoxi Zhang, Yitong Duan, Yanzhi Zhang, Yiming Xu, Zhixiang Wang, Kun Liang, Yang Li, Jiahui Liang, Deguo Xia, Jizhou Huang, Jiyan He, Yunfang Wu
    [ICML] Proceedings of Forty-Third International Conference on Machine Learning | July 2026
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  7. DuIVRS-2: An LLM-based Interactive Voice Response System for Large-scale POI Attribute Acquisition
    Le Zhang, Shengming Zhang, Rui Zha, Wu Yunpeng, Jingbo Zhou, Jizhou Huang
    [ACL] Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Industry Track) | July 2026
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  8. Student Guides Teacher: Weak-to-Strong Inference via Spectral Orthogonal Exploration
    Dayu Wang, Jiaye Yang, Weikang Li, Jiahui Liang, Yang Li, Deguo Xia, Jizhou Huang
    [ACL] Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics | July 2026
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  9. Adversarial Yet Cooperative: Multi-Perspective Reasoning in Retrieved-Augmented Language Models
    Can Xu, Lingyong Yan, Jiayi Wu, Haosen Wang, Shuaiqiang Wang, Yuchen Li, Jizhou Huang, Dawei Yin, Xiang Li
    [ACL Findings] Findings of the Association for Computational Linguistics: ACL 2026 | July 2026
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  10. Facial-R1: Aligning Reasoning and Recognition for Facial Emotion Analysis
    Jiulong Wu, Yucheng Shen, Lingyong Yan, Haixin Sun, Deguo Xia, Jizhou Huang, Min Cao
    [AAAI] Proceedings of the 40th Annual AAAI Conference on Artificial Intelligence, pages 26939-26947 | March 2026
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  11. 2025
  12. Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization
    Jiulong Wu, Zhengliang Shi, Shuaiqiang Wang, Jizhou Huang, Dawei Yin, Lingyong Yan, Min Cao, Min Zhang
    [EMNLP] Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pages 19456–19472 | November 2025
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  13. LDMapNet-U: An End-to-End System for City-Scale Lane-Level Map Updating
    Deguo Xia, Weiming Zhang, Xiyan Liu, Wei Zhang, Chenting Gong, Xiao Tan, Jizhou Huang, Mengmeng Yang, Diange Yang
    [KDD] Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 2693-2702 | August 2025
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  14. 2024
  15. ReFound: Crafting a Foundation Model for Urban Region Understanding upon Language and Visual Foundations
    Congxi Xiao, Jingbo Zhou, Yixiong Xiao, Jizhou Huang, Hui Xiong
    [KDD] Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 3527-3538 | August 2024
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  16. DuMapNet: An End-to-End Vectorization System for City-Scale Lane-Level Map Generation
    Deguo Xia, Weiming Zhang, Xiyan Liu, Wei Zhang, Chenting Gong, Jizhou Huang, Mengmeng Yang, Diange Yang
    [KDD] Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 6015-6024 | August 2024
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  17. BEVWorld: A Multimodal World Model for Autonomous Driving via Unified BEV Latent Space
    Yumeng Zhang, Shi Gong, Kaixin Xiong, Xiaoqing Ye, Xiao Tan, Fan Wang, Jizhou Huang, Hua Wu, Haifeng Wang
    arXiv preprint | July 2024
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  18. Exploring the Causality of End-to-End Autonomous Driving
    Jiankun Li, Hao Li, Jiangjiang Liu, Zhikang Zou, Xiaoqing Ye, Fan Wang, Jizhou Huang, Hua Wu, Haifeng Wang
    arXiv preprint | July 2024
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  19. A Scalable Open-Source System for Segmenting Urban Areas with Road Networks
    Ming Zhang, Yanyan Li, Jianguo Duan, Jizhou Huang, Jingbo Zhou
    [WSDM] Proceedings of the 17th ACM International Conference on Web Search and Data Mining, pages 1098-1101 | March 2024
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  20. 2023
  21. Spatial Heterophily Aware Graph Neural Networks
    Congxi Xiao, Jingbo Zhou, Jizhou Huang, Tong Xu, Hui Xiong
    [KDD] Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 2752-2763 | August 2023
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  22. Matching Point of Interests and Travel Blog with Multi-view Information Fusion
    Shuokai Li, Jingbo Zhou, Jizhou Huang, Hao Chen, Fuzhen Zhuang, Qing He, Dejing Dou
    [SIGIR] Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, pages 2149-2153 | July 2023
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  23. Feynman: Federated Learning-based Advertising for Ecosystems-Oriented Mobile Apps Recommendation
    Jiang Bian, Jizhou Huang, Shilei Ji, Yuan Liao, Xuhong Li, Qingzhong Wang, Jingbo Zhou, Dejing Dou, Yaqing Wang, Haoyi Xiong
    [TSC] IEEE Transactions on Services Computing | June 2023
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  24. Progressive Generation of 3D Point Clouds with Hierarchical Consistency
    Peipei Li, Xiyan Liu, Jizhou Huang, Deguo Xia, Jianzhong Yang, Zhen Lu
    Pattern Recognition, Article 109200, 12 pages | April 2023
  25. A Contextual Master-Slave Framework on Urban Region Graph for Urban Village Detection
    Congxi Xiao, Jingbo Zhou, Jizhou Huang, Hengshu Zhu, Tong Xu, Dejing Dou, Hui Xiong
    [ICDE] 2023 IEEE 39th International Conference on Data Engineering, pages 736-748 | April 2023
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  26. Urbanites' Mental Health Undermined by Air Pollution
    Zhi Cao, Jingbo Zhou, Meng Li, Jizhou Huang, Dejing Dou
    Nature Sustainability 6, 470-478 | January 2023
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  27. 2022
  28. DuIVRS: A Telephonic Interactive Voice Response System for Large-Scale POI Attribute Acquisition at Baidu Maps
    Jizhou Huang, Haifeng Wang, Shaolei Wang
    [CIKM] Proceedings of the 31st ACM International Conference on Information and Knowledge Managemen, pages 3182-3191 | October 2022
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  29. DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps
    Jizhou Huang, Zhengjie Huang, Xiaomin Fang, Shikun Feng, Xuyi Chen, Jiaxiang Liu, Haitao Yuan, Haifeng Wang
    [CIKM] Proceedings of the 31st ACM International Conference on Information and Knowledge Managemen, pages 3172-3181 | October 2022
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  30. DuMapper: Towards Automatic Verification of Large-Scale POIs with Street Views at Baidu Maps
    Miao Fan, Jizhou Huang, Haifeng Wang
    [CIKM] Proceedings of the 31st ACM International Conference on Information and Knowledge Managemen, pages 3063-3071 | October 2022
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  31. DuARUS: Automatic Geo-object Change Detection with Street-view Imagery for Updating Road Database at Baidu Maps
    Deguo Xia, Jizhou Huang, Jianzhong Yang, Xiyan Liu, Haifeng Wang
    [CIKM] Proceedings of the 31st ACM International Conference on Information and Knowledge Managemen, pages 3565-3574 | October 2022
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  32. DuTraffic: Live Traffic Condition Prediction with Trajectory Data and Street Views at Baidu Maps
    Deguo Xia, Xiyan Liu, Wei Zhang, Hui Zhao, Chengzhou Li, Weiming Zhang, Jizhou Huang, Haifeng Wang
    [CIKM] Proceedings of the 31st ACM International Conference on Information and Knowledge Managemen, pages 3575-3583 | October 2022
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  33. ERNIE-GeoL: A Geography-and-Language Pre-trained Model and its Applications in Baidu Maps
    Jizhou Huang, Haifeng Wang, Yibo Sun, Yunsheng Shi, Zhengjie Huang, An Zhuo, Shikun Feng
    [KDD] Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 3029–3039 | August 2022
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  34. DuIVA: An Intelligent Voice Assistant for Hands-free and Eyes-free Voice Interaction with the Baidu Maps App
    Jizhou Huang, Haifeng Wang, Shiqiang Ding, Shaolei Wang
    [KDD] Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 3040–3050 | August 2022
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  35. DuARE: Automatic Road Extraction with Aerial Images and Trajectory Data at Baidu Maps
    Jianzhong Yang, Xiaoqing Ye, Bin Wu, Yanlei Gu, Ziyu Wang, Deguo Xia, Jizhou Huang
    [KDD] Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 4321–4331 | August 2022
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  36. From Distributed Machine Learning to Federated Learning: A Survey
    Ji Liu, Jizhou Huang, Yang Zhou, Xuhong Li, Shilei Ji, Haoyi Xiong, Dejing Dou
    [KAIS] Knowledge and Information Systems 64, 885-917 | March 2022
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  37. 2021
  38. GEDIT: Geographic-Enhanced and Dependency-Guided Tagging for Joint POI and Accessibility Extraction at Baidu Maps
    Yibo Sun, Jizhou Huang, Yuanchun Yuan, Miao Fan, Haifeng Wang, Ming Liu, Bing Qin
    [CIKM] Proceedings of the 30th ACM International Conference on Information and Knowledge Management, pages 4135-4144 | November 2021
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  39. DOLG: Single-Stage Image Retrieval with Deep Orthogonal Fusion of Local and Global Features
    Min Yang, Dongliang He, Miao Fan, Baorong Shi, Xuetong Xue, Fu Li, Errui Ding, Jizhou Huang
    [ICCV] Proceedings of the IEEE/CVF International Conference on Computer Vision, pages 11772-11781 | October 2021
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  40. An Investigation of Containment Measure Implementation and Public Responses to the COVID-19 Pandemic in Mainland China
    Ji Liu, Haoyi Xiong, Xiakai Wang, Jizhou Huang, Qiaojun Li, Tongtong Huang, Siyu Huang, Haifeng Wang, Dejing Dou
    [ICDH] Proceedings of the 2021 IEEE International Conference on Digital Health, pages 234-243 | September 2021
  41. HGAMN: Heterogeneous Graph Attention Matching Network for Multilingual POI Retrieval at Baidu Maps
    Jizhou Huang, Haifeng Wang, Yibo Sun, Miao Fan, Zhengjie Huang, Chunyuan Yuan, Yawen Li
    [KDD] Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 3032-3040 | August 2021
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  42. SSML: Self-Supervised Meta-Learner for En Route Travel Time Estimation at Baidu Maps
    Xiaomin Fang, Jizhou Huang, Fan Wang, Lihang Liu, Yibo Sun, Haifeng Wang
    [KDD] Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 2840-2848 | August 2021
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  43. Meta-Learned Spatial-Temporal POI Auto-Completion for the Search Engine at Baidu Maps
    Miao Fan, Yibo Sun, Jizhou Huang, Haifeng Wang, Ying Li
    [KDD] Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 2822-2830 | August 2021
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  44. Curriculum Meta-Learning for Next POI Recommendation
    Yudong Chen, Xin Wang, Miao Fan, Jizhou Huang, Shengwen Yang, Wenwu Zhu
    [KDD] Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, pages 2692-2702 | August 2021
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  45. Coherent Dialog Generation with Query Graph
    Jun Xu, Zeyang Lei, Haifeng Wang, Zheng-Yu Niu, Hua Wu, Wanxiang Che, Jizhou Huang, Ting Liu
    [TALLIP] ACM Transactions on Asian and Low-Resource Language Information Processing 20, 6, Article 101, 23 pages | August 2021
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  46. Analysis of Collective Response Reveals that COVID-19-Related Activities Start From the End of 2019 in Mainland China
    Ji Liu, Haoyi Xiong, Jizhou Huang, Jingbo Zhou, Haiyan Jiang, Tongtong Huang, Haifeng Wang, Dejing Dou
    Archives of Clinical and Biomedical Research 5 (2021): 313-343 | May 2021
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  47. C-Watcher: A Framework for Early Detection of High-Risk Neighborhoods Ahead of COVID-19 Outbreak
    Congxi Xiao, Jingbo Zhou, Jizhou Huang, An Zhuo, Ji Liu, Haoyi Xiong, Dejing Dou
    [AAAI] Proceedings of the 35th AAAI Conference on Artificial Intelligence, pages 4892-4900 | February 2021
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  48. 2020
  49. An Investigation of Containment Measures Against the COVID-19 Pandemic in Mainland China
    Ji Liu, Xiakai Wang, Haoyi Xiong, Jizhou Huang, Siyu Huang, Haozhe An, Dejing Dou, Haifeng Wang
    [Big Data] Proceedings of the 2020 IEEE International Conference on Big Data, pages 3204-3211 | December 2020
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  50. A Multistage Ranking Strategy for Personalized Hotel Recommendation with Human Mobility Data
    Yiwei Li, Miao Fan, Jizhou Huang, Kan Li
    [ICTIR] Proceedings of the 10th International Conference on the Theory of Information Retrieval (Short Papers), pages 105-108 | September 2020
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  51. Understanding the Impact of the COVID-19 Pandemic on Transportation-related Behaviors with Human Mobility Data
    Jizhou Huang, Haifeng Wang, Miao Fan, An Zhuo, Yibo Sun, Ying Li
    [KDD] Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pages 3443-3450 | August 2020
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  52. Personalized Prefix Embedding for POI Auto-Completion in the Search Engine of Baidu Maps
    Jizhou Huang, Haifeng Wang, Miao Fan, An Zhuo, Ying Li
    [KDD] Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pages 2677-2685 | August 2020
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  53. ConSTGAT: Contextual Spatial-Temporal Graph Attention Network for Travel Time Estimation at Baidu Maps
    Xiaomin Fang, Jizhou Huang, Fan Wang, Lingke Zeng, Haijin Liang, Haifeng Wang
    [KDD] Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pages 2697-2705 | August 2020
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  54. Multi-Task Learning for Entity Recommendation and Document Ranking in Web Search
    Jizhou Huang, Haifeng Wang, Wei Zhang, Ting Liu
    [TIST] ACM Transactions on Intelligent Systems and Technology 11, 5, Article 54, 24 pages | July 2020
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  55. Personalized Query Auto-Completion for Large-Scale POI Search at Baidu Maps
    Ying Li, Jizhou Huang, Miao Fan, Jinyi Lei, Haifeng Wang, Enhong Chen
    [TALLIP] ACM Transactions on Asian and Low-Resource Language Information Processing 19, 5, Article 70, 16 pages | June 2020
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  56. Quantifying the Economic Impact of COVID-19 in Mainland China Using Human Mobility Data
    Jizhou Huang, Haifeng Wang, Haoyi Xiong, Miao Fan, An Zhuo, Ying Li, Dejing Dou
    arXiv preprint | May 2020
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  57. Understanding the Collective Responses of Populations to the COVID-19 Pandemic in Mainland China
    Haoyi Xiong, Ji Liu, Jizhou Huang, Siyu Huang, Haozhe An, Qi Kang, Ying Li, Dejing Dou, Haifeng Wang
    medRxiv | April 2020
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  58. 2019
  59. Learning to Discover Curbside Parking Spaces from Vehicle Trajectories
    Yuxin Wen, Jizhou Huang, Chongli Zhu, Miao Fan, Ying Li
    [Big Data] Proceedings of the 2019 IEEE International Conference on Big Data, pages 1537-1546 | December 2019
  60. MONOPOLY: Learning to Price Public Facilities for Revaluing Private Properties with Large-Scale Urban Data
    Miao Fan, Jizhou Huang, An Zhuo, Ying Li, Ping Li, Haifeng Wang
    [CIKM] Proceedings of the 28th ACM International Conference on Information and Knowledge Management, pages 2655-2663 | November 2019
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  61. 面向搜索引擎的实体推荐综述 (A Survey of Entity Recommendation in Web Search)
    黄际洲, 孙雅铭, 王海峰, 刘挺
    计算机学报. 42(7): 1467-1494 | July 2019
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  62. 搜索引擎中的实体推荐关键技术研究 (Research on Key Techniques of Entity Recommendation in Web Search Engines)
    黄际洲 (Jizhou Huang)
    哈尔滨工业大学 博士学位论文 (Harbin Institute of Technology, Ph.D. Thesis) | June 2019
  63. Read, Watch, and Move: Reinforcement Learning for Temporally Grounding Natural Language Descriptions in Videos
    Dongliang He, Xiang Zhao, Jizhou Huang, Fu Li, Xiao Liu, Shilei Wen
    [AAAI] Proceedings of the 33rd AAAI Conference on Artificial Intelligence, pages 8393-8400 | January 2019
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  64. 2018
  65. Improving Entity Recommendation with Search Log and Multi-Task Learning
    Jizhou Huang, Wei Zhang, Yaming Sun, Haifeng Wang, Ting Liu
    [IJCAI] Proceedings of the 27th International Joint Conference on Artificial Intelligence, pages 4107-4114 | July 2018
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  66. Entity Highlight Generation as Statistical and Neural Machine Translation
    Jizhou Huang, Yaming Sun, Wei Zhang, Haifeng Wang, Ting Liu
    [TASLP] IEEE/ACM Transactions on Audio, Speech, and Language Processing 26(10): 1860-1872 | June 2018
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  67. Learning to Recommend Related Entities with Serendipity for Web Search Users
    Jizhou Huang, Shiqiang Ding, Haifeng Wang, Ting Liu
    [TALLIP] ACM Transactions on Asian and Low-Resource Language Information Processing 17, 3, Article 25, 22 pages | April 2018
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  68. 2017 and earlier
  69. Learning to Explain Entity Relationships by Pairwise Ranking with Convolutional Neural Networks
    Jizhou Huang, Wei Zhang, Shiqi Zhao, Shiqiang Ding, Haifeng Wang
    [IJCAI] Proceedings of the 26th International Joint Conference on Artificial Intelligence, pages 4018-4025 | August 2017
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  70. Generating Recommendation Evidence Using Translation Model
    Jizhou Huang, Shiqi Zhao, Shiqiang Ding, Haiyang Wu, Mingming Sun, Haifeng Wang
    [IJCAI] Proceedings of the 25th International Joint Conference on Artificial Intelligence, pages 2810-2816 | July 2016
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  71. Extracting Chatbot Knowledge from Online Discussion Forums
    Jizhou Huang, Ming Zhou, Dan Yang
    [IJCAI] Proceedings of the 20th International Joint Conference on Artificial Intelligence, pages 423-428 | January 2007
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