Thinking Fast and Slow with Deep Learning and Tree Search. - Thomas Anthony 001; Zheng Tian 002; David Barber (NIPS, 2017)

Learning Multi-agent Implicit Communication Through Actions: A Case Study in Contract Bridge, a Collaborative Imperfect-Information Game. - Zheng Tian 002; Shihao Zou; Tim Warr; Lisheng Wu; Jun Wang 012 (CoRR, 2018)

A Regularized Opponent Model with Maximum Entropy Objective. - Zheng Tian 002; Ying Wen 001; Zhichen Gong; Faiz Punakkath; Shihao Zou; Jun Wang 012 (IJCAI, 2019)

Learning to Model Opponent Learning (Student Abstract). - Ian Davies; Zheng Tian 002; Jun Wang 012 (AAAI, 2020)

Learning to Communicate Implicitly by Actions. - Zheng Tian 002; Shihao Zou; Ian Davies; Tim Warr; Lisheng Wu; Haitham Bou-Ammar; Jun Wang 012 (AAAI, 2020)

SMARTS: An Open-Source Scalable Multi-Agent RL Training School for Autonomous Driving. - Ming Zhou 006; Jun Luo 009; Julian Villela; Yaodong Yang 002; David Rusu; Jiayu Miao; Weinan Zhang 001; Montgomery Alban; Iman Fadakar; Zheng Chen; Chongxi Huang; Ying Wen 001; et al. (CoRL, 2020)

Learning to Model Opponent Learning. - Ian Davies; Zheng Tian 002; Jun Wang 012 (CoRR, 2020)

SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving. - Ming Zhou 006; Jun Luo 009; Julian Villela; Yaodong Yang 002; David Rusu; Jiayu Miao; Weinan Zhang 001; Montgomery Alban; Iman Fadakar; Zheng Chen; Aurora Chongxi Huang; Ying Wen 001; et al. (CoRR, 2020)

Online Double Oracle. - Le Cong Dinh; Yaodong Yang 001; Zheng Tian 002; Nicolas Perez Nieves; Oliver Slumbers; David Henry Mguni; Haitham Bou-Ammar; Jun Wang 012 (CoRR, 2021)

Multi-Agent Constrained Policy Optimisation. - Shangding Gu; Jakub Grudzien Kuba; Muning Wen; Ruiqing Chen; Ziyan Wang; Zheng Tian 002; Jun Wang 012; Alois C. Knoll; Yaodong Yang 001 (CoRR, 2021)

A Game-Theoretic Approach to Multi-agent Trust Region Optimization. - Ying Wen 001; Hui Chen; Yaodong Yang 001; Minne Li; Zheng Tian 002; Xu Chen 017; Jun Wang 012 (DAI, 2022)

M2N: Mesh Movement Networks for PDE Solvers. - Wenbin Song; Mingrui Zhang; Joseph G. Wallwork; Junpeng Gao; Zheng Tian 002; Fanglei Sun; Matthew D. Piggott; Junqing Chen; Zuoqiang Shi; Xiang Chen; Jun Wang 012 (NeurIPS, 2022)

On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective. - Ying Wen 001; Ziyu Wan; Ming Zhou 006; Shufang Hou; Zhe Cao; Chenyang Le; Jingxiao Chen; Zheng Tian 002; Weinan Zhang 001; Jun Wang 012 (CoRR, 2022)

Online Double Oracle. - Le Cong Dinh; Stephen Marcus McAleer; Zheng Tian 002; Nicolas Perez Nieves; Oliver Slumbers; David Henry Mguni; Jun Wang 012; Haitham Bou-Ammar; Yaodong Yang 001 (Trans. Mach. Learn. Res., 2022)

ROMO: Retrieval-enhanced Offline Model-based Optimization. - Mingcheng Chen; Haoran Zhao; Yuxiang Zhao; Hulei Fan; Hongqiao Gao; Yong Yu 001; Zheng Tian 002 (DAI, 2023)

Order Matters: Agent-by-agent Policy Optimization. - Xihuai Wang; Zheng Tian 002; Ziyu Wan; Ying Wen 001; Jun Wang 012; Weinan Zhang 001 (ICLR, 2023)

Sim-to-Real Transfer for Quadrupedal Locomotion via Terrain Transformer. - Hang Lai; Weinan Zhang 001; Xialin He; Chen Yu; Zheng Tian 002; Yong Yu 001; Jun Wang 012 (ICRA, 2023)

Multi-embodiment Legged Robot Control as a Sequence Modeling Problem. - Chen Yu; Weinan Zhang 001; Hang Lai; Zheng Tian 002; Laurent Kneip; Jun Wang 012 (ICRA, 2023)

Time-Series Representation Learning in Topology Prediction for Passive Optical Network of Telecom Operators. - Haoran Zhao; Yuchen Fang; Yuxiang Zhao; Zheng Tian 002; Weinan Zhang 001; Xidong Feng; Li Yu; Wei Li; Hulei Fan; Tiema Mu (Sensors, 2023)

Boosting Studies of Multi-Agent Reinforcement Learning on Google Research Football Environment: The Past, Present, and Future. - Yan Song 003; He Jiang; Haifeng Zhang 002; Zheng Tian 002; Weinan Zhang 001; Jun Wang 012 (AAMAS, 2024)

Tri-Modal Motion Retrieval by Learning a Joint Embedding Space. - Kangning Yin; Shihao Zou; Yuxuan Ge; Zheng Tian 002 (CVPR, 2024)

RACon: Retrieval-Augmented Simulated Character Locomotion Control. - Yuxuan Mu; Shihao Zou; Kangning Yin; Zheng Tian 002; Li Cheng 001; Weinan Zhang 001; Jun Wang 012 (ICME, 2024)

Language and Sketching: An LLM-driven Interactive Multimodal Multitask Robot Navigation Framework. - Weiqin Zu; Wenbin Song; Ruiqing Chen; Ze Guo; Fanglei Sun; Zheng Tian 002; Wei Pan 004; Jun Wang 012 (ICRA, 2024)

Off-Agent Trust Region Policy Optimization. - Ruiqing Chen; Xiaoyuan Zhang; Yali Du 001; Yifan Zhong; Zheng Tian 002; Fanglei Sun; Yaodong Yang 001 (IJCAI, 2024)

S2DM: Sector-Shaped Diffusion Models for Video Generation. - Haoran Lang; Yuxuan Ge; Zheng Tian 002 (CoRR, 2024)

Cross-Utterance Conditioned VAE for Speech Generation. - Yang Li 116; Cheng Yu; Guangzhi Sun; Weiqin Zu; Zheng Tian 002; Ying Wen 001; Wei Pan 004; Chao Zhang 031; Jun Wang 012; Yang Yang 001; Fanglei Sun (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

An Empirical Study on Google Research Football Multi-agent Scenarios. - Yan Song 003; He Jiang; Zheng Tian 002; Haifeng Zhang 002; Yingping Zhang; Jiangcheng Zhu; Zonghong Dai; Weinan Zhang 001; Jun Wang 012 (Mach. Intell. Res., 2024)

Self-Supervised MAFENN for Classifying Low-Labeled Distorted Images Over Mobile Fading Channels. - Yang Li 116; Fanglei Sun; Jingchen Hu; Chang Liu; Fan Wu 006; Kai Li 022; Ying Wen 001; Zheng Tian 002; Yaodong Yang 001; Jiangcheng Zhu; Zhifeng Chen; Jun Wang 012; et al. (IEEE Trans. Mob. Comput., 2024)

UniTracker: Learning Universal Whole-Body Motion Tracker for Humanoid Robots. - Kangning Yin; Weishuai Zeng; Ke Fan; Zirui Wang; Qiang Zhang; Zheng Tian 002; Jingbo Wang; Jiangmiao Pang; Weinan Zhang 001 (CoRR, 2025)

SpatialViz-Bench: Automatically Generated Spatial Visualization Reasoning Tasks for MLLMs. - Siting Wang; Luoyang Sun; Cheng Deng; Kun Shao; Minnan Pei; Zheng Tian 002; Haifeng Zhang 002; Jun Wang 012 (CoRR, 2025)

Multi-Modal Motion Retrieval by Learning a Fine-Grained Joint Embedding Space. - Shiyao Yu; Zi-An Wang; Kangning Yin; Zheng Tian 002; Mingyuan Zhang; Weixin Si; Shihao Zou (CoRR, 2025)