Policy Search by Target Distribution Learning for Continuous Control. - Chuheng Zhang; Yuanqi Li; Jian Li 015 (AAAI, 2020)

Auxiliary-task Based Deep Reinforcement Learning for Participant Selection Problem in Mobile Crowdsourcing. - Wei Shen 005; Xiaonan He; Chuheng Zhang; Qiang Ni; Wanchun Dou; Yan Wang (CIKM, 2020)

DoubleEnsemble: A New Ensemble Method Based on Sample Reweighting and Feature Selection for Financial Data Analysis. - Chuheng Zhang; Yuanqi Li; Xi Chen 010; Yifei Jin; Pingzhong Tang; Jian Li 015 (ICDM, 2020)

Exploration by Maximizing Rényi Entropy for Zero-Shot Meta RL. - Chuheng Zhang; Yuanying Cai; Longbo Huang; Jian Li 015 (CoRR, 2020)

Exploration by Maximizing Renyi Entropy for Reward-Free RL Framework. - Chuheng Zhang; Yuanying Cai; Longbo Huang; Jian Li 015 (AAAI, 2021)

Inductive Matrix Completion Using Graph Autoencoder. - Wei Shen 005; Chuheng Zhang; Yun Tian; Liang Zeng 002; Xiaonan He; Wanchun Dou; Xiaolong Xu 001 (CIKM, 2021)

Return-Based Contrastive Representation Learning for Reinforcement Learning. - Guoqing Liu; Chuheng Zhang; Li Zhao 007; Tao Qin 001; Jinhua Zhu 001; Jian Li 015; Nenghai Yu; Tie-Yan Liu (ICLR, 2021)

Imitation Learning to Outperform Demonstrators by Directly Extrapolating Demonstrations. - Yuanying Cai; Chuheng Zhang; Wei Shen 005; Xiaonan He; Xuyun Zhang; Longbo Huang (CIKM, 2022)

A Transformer-Based User Satisfaction Prediction for Proactive Interaction Mechanism in DuerOS. - Wei Shen 005; Xiaonan He; Chuheng Zhang; Xuyun Zhang; Jian Xie (CIKM, 2022)

Learning List-wise Representation in Reinforcement Learning for Ads Allocation with Multiple Auxiliary Tasks. - Ze Wang 005; Guogang Liao; Xiaowen Shi; Xiaoxu Wu; Chuheng Zhang; Yongkang Wang 011; Xingxing Wang; Dong Wang 022 (CIKM, 2022)

Hybrid Transfer in Deep Reinforcement Learning for Ads Allocation. - Ze Wang 005; Guogang Liao; Xiaowen Shi; Xiaoxu Wu; Chuheng Zhang; Bingqi Zhu; Yongkang Wang 011; Xingxing Wang; Dong Wang 022 (CIKM, 2022)

TD3 with Reverse KL Regularizer for Offline Reinforcement Learning from Mixed Datasets. - Yuanying Cai; Chuheng Zhang; Li Zhao 007; Wei Shen 005; Xuyun Zhang; Lei Song 001; Jiang Bian 002; Tao Qin 001; Tieyan Liu (ICDM, 2022)

Deep Page-Level Interest Network in Reinforcement Learning for Ads Allocation. - Guogang Liao; Xiaowen Shi; Ze Wang 005; Xiaoxu Wu; Chuheng Zhang; Yongkang Wang 011; Xingxing Wang; Dong Wang 022 (SIGIR, 2022)

Cross DQN: Cross Deep Q Network for Ads Allocation in Feed. - Guogang Liao; Ze Wang 005; Xiaoxu Wu; Xiaowen Shi; Chuheng Zhang; Yongkang Wang 011; Xingxing Wang; Dong Wang 022 (WWW, 2022)

Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management. - Yuandong Ding; Mingxiao Feng; Guozi Liu; Wei Jiang 024; Chuheng Zhang; Li Zhao 007; Lei Song 001; Houqiang Li; Yan Jin 005; Jiang Bian 002 (CoRR, 2022)

RePreM: Representation Pre-training with Masked Model for Reinforcement Learning. - Yuanying Cai; Chuheng Zhang; Wei Shen 005; Xuyun Zhang; Wenjie Ruan; Longbo Huang (AAAI, 2023)

Curriculum Offline Reinforcement Learning. - Yuanying Cai; Chuheng Zhang; Hanye Zhao; Li Zhao 007; Jiang Bian 002 (AAMAS, 2023)

Robust Situational Reinforcement Learning in Face of Context Disturbances. - Jinpeng Zhang; Yufeng Zheng; Chuheng Zhang; Li Zhao 007; Lei Song 001; Yuan Zhou 007; Jiang Bian 002 (ICML, 2023)

Towards Generalizable Reinforcement Learning for Trade Execution. - Chuheng Zhang; Yitong Duan; Xiaoyu Chen; Jianyu Chen; Jian Li 015; Li Zhao 007 (IJCAI, 2023)

A Versatile Multi-Agent Reinforcement Learning Benchmark for Inventory Management. - Xianliang Yang; Zhihao Liu; Wei Jiang 024; Chuheng Zhang; Li Zhao 007; Lei Song 001; Jiang Bian 002 (CoRR, 2023)

Pre-Trained Large Language Models for Industrial Control. - Lei Song 001; Chuheng Zhang; Li Zhao 007; Jiang Bian 002 (CoRR, 2023)

Hard Prompts Made Interpretable: Sparse Entropy Regularization for Prompt Tuning with RL. - Yunseon Choi; Sangmin Bae; Seonghyun Ban; Minchan Jeong; Chuheng Zhang; Lei Song 001; Li Zhao 007; Jiang Bian 002; Kee-Eung Kim (ACL (1), 2024)

Whittle Index with Multiple Actions and State Constraint for Inventory Management. - Chuheng Zhang; Xiangsen Wang; Wei Jiang 024; Xianliang Yang; Siwei Wang; Lei Song 001; Jiang Bian 002 (ICLR, 2024)

Diversification of Adaptive Policy for Effective Offline Reinforcement Learning. - Yunseon Choi; Li Zhao 007; Chuheng Zhang; Lei Song 001; Jiang Bian 002; Kee-Eung Kim (IJCAI, 2024)

ARO: Large Language Model Supervised Robotics Text2Skill Autonomous Learning. - Yiwen Chen 001; Yuyao Ye; Ziyi Chen; Chuheng Zhang; Marcelo H. Ang (CoRR, 2024)

Empowering Large Language Models on Robotic Manipulation with Affordance Prompting. - Guangran Cheng; Chuheng Zhang; Wenzhe Cai; Li Zhao 007; Changyin Sun 001; Jiang Bian 002 (CoRR, 2024)

Policy Filtration in RLHF to Fine-Tune LLM for Code Generation. - Wei Shen; Chuheng Zhang (CoRR, 2024)

IGOR: Image-GOal Representations are the Atomic Control Units for Foundation Models in Embodied AI. - Xiaoyu Chen; Junliang Guo; Tianyu He; Chuheng Zhang; Pushi Zhang; Derek Yang; Li Zhao 007; Jiang Bian 002 (CoRR, 2024)

AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence. - Yuliang Liu; Junjie Lu; Zhaoling Chen; Chaofeng Qu; Jason Klein Liu; Chonghan Liu; Zefan Cai; Yunhui Xia; Li Zhao; Jiang Bian; Chuheng Zhang; Wei Shen; et al. (CoRR, 2025)

Reward-Driven Interaction: Enhancing Proactive Dialogue Agents through User Satisfaction Prediction. - Wei Shen 005; Xiaonan He; Chuheng Zhang; Xuyun Zhang; Xiaolong Xu 001; Wanchun Dou (CoRR, 2025)

What Do Latent Action Models Actually Learn? - Chuheng Zhang; Tim Pearce; Pushi Zhang; Kaixin Wang; Xiaoyu Chen; Wei Shen 005; Li Zhao 007; Jiang Bian 002 (CoRR, 2025)

PIG-Nav: Key Insights for Pretrained Image Goal Navigation Models. - Jiansong Wan; Chengming Zhou; Jinkua Liu; Xiangge Huang; Xiaoyu Chen; Xiaohan Yi; Qisen Yang; Baiting Zhu; Xin-Qiang Cai; Lixing Liu; Rushuai Yang; Chuheng Zhang; et al. (CoRR, 2025)

villa-X: Enhancing Latent Action Modeling in Vision-Language-Action Models. - Xiaoyu Chen; Hangxing Wei; Pushi Zhang; Chuheng Zhang; Kaixin Wang; Yanjiang Guo; Rushuai Yang; Yucen Wang; Xinquan Xiao; Li Zhao 007; Jianyu Chen; Jiang Bian 002 (CoRR, 2025)