most citedEvoScientist: Towards Multi-Agent Evolving AI Scientists for End-to-End Scientific Discovery

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cs.AI2026

EvoIdeator: Evolving Scientific Ideas through Checklist-Grounded Reinforcement Learning

Andreas Sauter, Yuyue Zhao, Jacopo Urbani +5

Scientific idea generation is a cornerstone of autonomous knowledge discovery, yet the iterative evolution required to transform initial concepts into high-quality research proposa…