Publications

Conference

• Shicheng Fan, Kun Zhang, Lu Cheng. TRACE: Trajectory Recovery for Continuous Mechanism Evolution in Causal Representation Learning. Proceedings of the International Conference on Machine Learning (ICML), 2026. Paper · Code

Under Review

• Hanrong Zhang, Shicheng Fan, Henry Peng Zou, Yankai Chen, Zhenting Wang, Jiayu Zhou, Chengze Li, Wei-Chieh Huang, Yifei Yao, Kening Zheng, Xue Liu, Xiaoxiao Li, Philip S. Yu. CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification. Under Review (manuscript: arXiv:2604.01687). Co-first author.