Reliable Self-Evolution with Imperfect Proxy Rewards

Kangjun Noh, Soyu Kim, Kyungwoo Song

Large language model (LLM)-based self-evolving search is a promising approach to scientific discovery. However, high-fidelity evaluation of every candidate is prohibitively expensi…