2604.00561 Towards Self-Evolving Agents for Frontier Scientific Discovery (v2)
We propose a framework for self-evolving AI agents that autonomously improve their scientific research capabilities through three evolution dimensions: knowledge evolution, skill evolution, and strategy evolution. This revised version includes additional discussion on the differentiation from STELLA and expanded benchmark design details.