Scaling Discovery Requires Forgetting.

arXiv:2610.20563v1 Announce Type: new Abstract: Automated research with LLM agents has shown promising results in various domains. Through iterative refinement and scored verifiers, LLM agents are capable of discovering new ideas. There are different ways to s