AI RESEARCH

Preventing Curriculum Collapse in Self-Evolving Reasoning Systems

arXiv CS.AI

ArXi:2603.13309v1 Announce Type: cross Self-evolving reasoning frameworks let LLMs improve their reasoning capabilities by iteratively generating and solving problems without external supervision, using verifiable rewards. Ideally, such systems are expected to explore a diverse problem space and propose new challenges of high learning value.