Zihan Ma

Coding Triangle: How Does Large Language Model Understand Code?

Reasoning as Meta-Learning: An Optimization Perspective to Decipher Long CoT Reasoning in LLMs

How Brittle is Agent Safety? Rethinking Agent Risk under Intent Concealment and Task Complexity

Rethinking Verification for LLM Code Generation: From Generation to Testing