Comuptional reasoning and learning for smart manufacturing under realistic conditions. - Shuhui Qu; Raymond Jian; Tianshu Chu; Jie Wang 006; Tian Tan 003 (BESC, 2014)

Large-Scale Traffic Grid Signal Control Using Decentralized Fuzzy Reinforcement Learning. - Tian Tan 003; Tianshu Chu; Bo Peng; Jie Wang 006 (IntelliSys (1), 2016)

Parameterized Indexed Value Function for Efficient Exploration in Reinforcement Learning. - Tian Tan 003; Zhihan Xiong; Vikranth R. Dwaracherla (AAAI, 2020)

Multi-Agent Bootstrapped Deep Q-Network for Large-Scale Traffic Signal Control. - Tian Tan 003; Tianshu Chu; Jie Wang 006 (CCTA, 2020)

Adaptability Preserving Domain Decomposition for Stabilizing Sim2Real Reinforcement Learning. - Haichuan Gao; Zhile Yang; Xin Su; Tian Tan 003; Feng Chen 007 (IROS, 2020)

Generating Adjacency-Constrained Subgoals in Hierarchical Reinforcement Learning. - Tianren Zhang; Shangqi Guo; Tian Tan 003; Xiaolin Hu 001; Feng Chen 007 (NeurIPS, 2020)

Cooperative Deep Reinforcement Learning for Large-Scale Traffic Grid Signal Control. - Tian Tan 003; Feng Bao 002; Yue Deng 001; Alex Jin; Qionghai Dai; Jie Wang 006 (IEEE Trans. Cybern., 2020)

Generative Memory for Lifelong Learning. - Xin Su; Shangqi Guo; Tian Tan 003; Feng Chen 007 (IEEE Trans. Neural Networks Learn. Syst., 2020)

Robust dialog state tracker with contextual-feature augmentation. - Xuejun Zhang; Xuemin Zhao; Tian Tan 003 (Appl. Intell., 2021)

Adjacency Constraint for Efficient Hierarchical Reinforcement Learning. - Tianren Zhang; Shangqi Guo; Tian Tan 003; Xiaolin Hu 001; Feng Chen 007 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Partial Consistency for Stabilizing Undiscounted Reinforcement Learning. - Haichuan Gao; Zhile Yang; Tian Tan 003; Tianren Zhang; Jinsheng Ren; Pengfei Sun; Shangqi Guo; Feng Chen 007 (IEEE Trans. Neural Networks Learn. Syst., 2023)