| 2026 | AAAI | Effective Robotic Cloth Grasping Through Suppressing False Discoveries. | Xingyu Zhu, Zhiwen Tu, Yan Wu, Shan Luo, Hechang Chen, Yixing Gao |
| 2026 | WWW | Mining Citywide Dengue Spread Patterns in Singapore Through Hotspot Dynamics from Open Web Data. | Liping Huang, Gaoxi Xiao, Stefan Ma, Hechang Chen, Shisong Tang, Flora D. Salim |
| 2026 | WWW | TGSBM: Transformer-Guided Stochastic Block Model for Link Prediction. | Zhejian Yang, Songwei Zhao, Zilin Zhao, Hechang Chen |
| 2025 | AAAI | GRAIN: Multi-Granular and Implicit Information Aggregation Graph Neural Network for Heterophilous Graphs. | Songwei Zhao, Yuan Jiang, Zijing Zhang, Yang Yu, Hechang Chen |
| 2025 | ICA3PP | PQIns: Pipeline-Driven Application-Specific Instruction-Set Architecture for Hybrid Post-quantum Cryptography Acceleration. | Danni Wang, Sibo Gong, Sizhao Li, Guisheng Yin, Hechang Chen, Yue Cao |
| 2025 | ICDE | FELight: Fairness-Aware Traffic Signal Control via Sample-Efficient Reinforcement Learning (Extended Abstract). | Xinqi Du, Ziyue Li, Cheng Long, Yongheng Xing, Philip S. Yu, Hechang Chen |
| 2025 | ICML | Calibrating Video Watch-time Predictions with Credible Prototype Alignment. | Chao Cui, Shisong Tang, Fan Li, Jiechao Gao, Hechang Chen |
| 2025 | KDD | Optimizing Case-Based Reasoning System for Functional Test Script Generation with Large Language Models. | Siyuan Guo, Huiwu Liu, Xiaolong Chen, Yuming Xie, Liang Zhang, Tao Han, Hechang Chen, Yi Chang, Jun Wang |
| 2025 | KDD | Leveraging Label Distributions as Anchors to Enhance Video Recommendation. | Yulin Xu, Chao Cui, Shisong Tang, Fan Li, Bing Han, Huafeng Cao, Jiechao Gao, Hechang Chen |
| 2024 | ADMA | ADDM: Adversarial Defenses with Diffusion Model for Medical Imaging Data Mining. | Yimin He, Shuchao Pang, Anan Du, Hechang Chen, Lele Cong, Mehmet A. Orgun |
| 2024 | ICML | DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning. | Siyuan Guo, Cheng Deng, Ying Wen, Hechang Chen, Yi Chang, Jun Wang |
| 2024 | ICML | In-Context Decision Transformer: Reinforcement Learning via Hierarchical Chain-of-Thought. | Sili Huang, Jifeng Hu, Hechang Chen, Lichao Sun, Bo Yang |
| 2024 | IJCNN | Effective State Space Exploration with Phase State Graph Generation and Goal-based Path Planning. | Sinuo Zhang, Jifeng Hu, Xinqi Du, Zhejian Yang, Yang Yu, Hechang Chen |
| 2024 | KDD | Contextual Distillation Model for Diversified Recommendation. | Fan Li, Xu Si, Shisong Tang, Dingmin Wang, Kunyan Han, Bing Han, Guorui Zhou, Yang Song, Hechang Chen |
| 2023 | AAAI | The Sufficiency of Off-Policyness and Soft Clipping: PPO Is Still Insufficient according to an Off-Policy Measure. | Xing Chen, Dongcui Diao, Hechang Chen, Hengshuai Yao, Haiyin Piao, Zhixiao Sun, Zhiwei Yang, Randy Goebel, Bei Jiang, Yi Chang |
| 2023 | IJCNN | QVDDPG: QV Learning with Balanced Constraint in Actor-Critic Framework. | Jiao Huang, Jifeng Hu, Luheng Yang, Zhihang Ren, Hechang Chen, Bo Yang |
| 2022 | COLING | A Coarse-to-fine Cascaded Evidence-Distillation Neural Network for Explainable Fake News Detection. | Zhiwei Yang, Jing Ma, Hechang Chen, Hongzhan Lin, Ziyang Luo, Yi Chang |
| 2022 | KSEM | District-Coupled Epidemic Control via Deep Reinforcement Learning. | Xinqi Du, Tianyi Liu, Songwei Zhao, Jiuman Song, Hechang Chen |
| 2022 | KSEM | LAM: Lightweight Attention Module. | Qiwei Ji, Bo Yu, Zhiwei Yang, Hechang Chen |
| 2022 | KSEM | Intervention-Aware Epidemic Prediction by Enhanced Whale Optimization. | Songwei Zhao, Jiuman Song, Xinqi Du, Tianyi Liu, Huiling Chen, Hechang Chen |
| 2022 | WWW | Knowledge-based Temporal Fusion Network for Interpretable Online Video Popularity Prediction. | Shisong Tang, Qing Li, Xiaoteng Ma, Ci Gao, Dingmin Wang, Yong Jiang, Qian Ma, Aoyang Zhang, Hechang Chen |
| 2021 | EMNLP | HiTRANS: A Hierarchical Transformer Network for Nested Named Entity Recognition. | Zhiwei Yang, Jing Ma, Hechang Chen, Yunke Zhang, Yi Chang |
| 2021 | KSEM | Structure-Enhanced Graph Representation Learning for Link Prediction in Signed Networks. | Yunke Zhang, Zhiwei Yang, Bo Yu, Hechang Chen, Yang Li, Xuehua Zhao |
| 2021 | SIGIR | Enhanced Doubly Robust Learning for Debiasing Post-Click Conversion Rate Estimation. | Siyuan Guo, Lixin Zou, Yiding Liu, Wenwen Ye, Suqi Cheng, Shuaiqiang Wang, Hechang Chen, Dawei Yin, Yi Chang |
| 2021 | WSDM | Unbiased Learning to Rank in Feeds Recommendation. | Xinwei Wu, Hechang Chen, Jiashu Zhao, Li He, Dawei Yin, Yi Chang |
| 2020 | ICDE | Self-paced Ensemble for Highly Imbalanced Massive Data Classification. | Zhining Liu, Wei Cao, Zhifeng Gao, Jiang Bian, Hechang Chen, Yi Chang, Tie-Yan Liu |
| 2020 | IJCAI | Attention-based Multi-level Feature Fusion for Named Entity Recognition. | Zhiwei Yang, Hechang Chen, Jiawei Zhang, Jing Ma, Yi Chang |
| 2020 | IJCNN | Beyond-Visual-Range Air Combat Tactics Auto-Generation by Reinforcement Learning. | Haiyin Piao, Zhixiao Sun, Guanglei Meng, Hechang Chen, Bohao Qu, Kuijun Lang, Yang Sun, Shengqi Yang, Xuanqi Peng |
| 2020 | KSEM | MA-TREX: Mutli-agent Trajectory-Ranked Reward Extrapolation via Inverse Reinforcement Learning. | Sili Huang, Bo Yang, Hechang Chen, Haiyin Piao, Zhixiao Sun, Yi Chang |
| 2018 | KSEM | Partially Observable Reinforcement Learning for Sustainable Active Surveillance. | Hechang Chen, Bo Yang, Jiming Liu |
| 2014 | ICDM | Modeling and Mining Spatiotemporal Social Contact of Metapopulation from Heterogeneous Data. | Bo Yang, Hongbin Pei, Hechang Chen, Jiming Liu, Shang Xia |
| 2014 | PAKDD | Efficiently and Fast Learning a Fine-grained Stochastic Blockmodel from Large Networks. | Xuehua Zhao, Bo Yang, Hechang Chen |