Study on Forest Fire Diffusion Method Based on Cellular Automata. - Tonghe Zhang; Qingxiang Meng; Jinchun Liu; Qifan Liang (Geoinformatics, 2023)

Provably Efficient Partially Observable Risk-sensitive Reinforcement Learning with Hindsight Observation. - Tonghe Zhang; Yu Chen 074; Longbo Huang (ICML, 2024)

Think on your feet: Seamless Transition between Human-like Locomotion in Response to Changing Commands. - Huaxing Huang; Wenhao Cui; Tonghe Zhang; Shengtao Li; Jinchao Han; Bangyu Qin; Tianchu Zhang; Liang Zheng; Ziyang Tang; Chenxu Hu; Ning Yan; Jiahao Chen; et al. (CoRR, 2025)

ReinFlow: Fine-tuning Flow Matching Policy with Online Reinforcement Learning. - Tonghe Zhang; Chao Yu; Sichang Su; Yu Wang (CoRR, 2025)