CV

Education

• Ph.D. in Computer Science, University of Illinois Chicago, 2025 - present
  • Advisor: Prof. Lu Cheng; Collaborator: Prof. Kun Zhang (CMU)
• B.Eng. in Automation, Zhejiang University, 2021 - 2025

Research Interests

• Causality
• AI for Science
• Reinforcement Learning
• Large Language Models

Publications

• Shicheng Fan, Kun Zhang, Lu Cheng. “TRACE: Trajectory Recovery for Continuous Mechanism Evolution in Causal Representation Learning.” Under Review.
• Hanyu Su, Shicheng Fan, Yifan Cui, Lu Cheng. “Conformalized Proximal Causal Inference with a Single Proxy.” Under Review.

Skills

• Programming: Python, C/C++, PyTorch
• Tools: Git, LaTeX, Linux/HPC, CUDA, MPI
• Domains: Causal Inference, Machine Learning, Robotics

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