2 papers
cs.CR2026
Self-Evolving Defense: Continual Security Policy Learning for LLM Agents
Minh Nhat Le, Nisarga Gondi, Yibo Peng +4
Large language models (LLMs) increasingly power agents that access sensitive information, use external tools, and modify software repositories. Although these capabilities offer su…
cs.CR2025
When "Correct" Is Not Safe: Can We Trust Functionally Correct Patches Generated by Code Agents?
Yibo Peng, James Song, Lei Li +6
Code agents are increasingly trusted to autonomously fix bugs on platforms such as GitHub, yet their security evaluation focuses almost exclusively on functional correctness. In th…