AI RESEARCH

Graphs of Research: Citation Evolution Graphs as Supervision for Research Idea Generation

arXiv CS.CL

ArXi:2605.14790v1 Announce Type: new Research idea generation is the innovation-driving step of automated scientific research. Recently, large language models (LLMs) have shown potential for automating idea generation at scale. However, existing methods mainly condition LLMs on eliciting idea generation through static retrieval of relevant literature or complex prompt engineering, without discarding the structural relations among references.