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

Contrastive Diffuser: Planning Towards High Return States via Contrastive Learning. - Yixiang Shan; Zhengbang Zhu; Ting Long; Qifan Liang; Yi Chang 001; Weinan Zhang 001; Liang Yin (CoRR, 2024)

Few-Shot Face Sketch-to-Photo Synthesis via Global-Local Asymmetric Image-to-Image Translation. - Yongkang Li; Qifan Liang; Zhen Han 002; Wenjun Mai; Zhongyuan Wang 001 (ACM Trans. Multim. Comput. Commun. Appl., 2024)

Reconstruction-Guided Policy: Enhancing Decision-Making through Agent-Wise State Consistency. - Qifan Liang; Yixiang Shan; Haipeng Liu; Zhengbang Zhu; Ting Long; Weinan Zhang 001; Yuan Tian 016 (ICLR, 2025)

ContraDiff: Planning Towards High Return States via Contrastive Learning. - Yixiang Shan; Zhengbang Zhu; Ting Long; Qifan Liang; Yi Chang 001; Weinan Zhang 001; Liang Yin (ICLR, 2025)

RAD: Retrieval High-quality Demonstrations to Enhance Decision-making. - Lu Guo; Yixiang Shan; Zhengbang Zhu; Qifan Liang; Lichang Song; Ting Long; Weinan Zhang 001; Yi Chang 001 (CoRR, 2025)