Self-Evolving Knowledge System Project Lead, 2026 – present
A human-in-the-loop framework for evolving domain-specific knowledge bases, supported by automated data generation and a RAG-based knowledge system.
Advised by Prof. Benyou Wang, The Chinese University of Hong Kong, Shenzhen.
Certified Evaluation for LLMs in Optimization Modeling 2026
Developed methods for rigorously evaluating whether LLM-generated optimization formulations are equivalent, extending evaluation from graph isomorphism to formulation isomorphism.
Certified Evaluation for LLMs in Optimization Modeling: From Graph Isomorphism to Formulation Isomorphism. ICML 2026 Workshop on Combining Theory and Benchmarks (CTB), poster presentation.
Advised by Prof. Ruoyu Sun, The Chinese University of Hong Kong, Shenzhen.
LLMs for Scientific Ideation and Hypothesis Generation 2025
Explored heuristic-based ideation and hierarchical methods for automated scientific hypothesis generation at the Chicago Human + AI Lab.
Advised by Prof. Chenhao Tan, University of Chicago.
LLMs for Operations Research Modeling Project Lead, 2024
Designed and developed an autonomous operations research modeling agent with a bottom-up framework and a dedicated debugging solver group for reliable model formulation.
Advised by Prof. Ruoyu Sun, The Chinese University of Hong Kong, Shenzhen.