AI RESEARCH
Evolving Idea Graphs with Learnable Edits-and-Commits for Multi-Agent Scientific Ideation
arXiv CS.AI
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ArXi:2605.04922v1 Announce Type: cross LLM-empowered multi-agent systems offer new potential to accelerate scientific discovery by generating novel research ideas. However, existing methods typically coordinate agents through temporary texts, such as drafts or chat logs; it is difficult to pinpoint the weaknesses in the generated ideas and how the agents refine them. To this end, we