Controlled Self-Evolution for Algorithmic Code Optimization Paper • 2601.07348 • Published Jan 12 • 114
MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences Paper • 2601.06789 • Published Jan 11 • 78
KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions Paper • 2601.04745 • Published Jan 8 • 58
Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn LLM Agents Paper • 2510.14967 • Published Oct 16, 2025 • 34