FlowPIE: Test-Time Scientific Idea Evolution with Flow-Guided Literature Exploration

Qiyao Wang, Hongbo Wang, Longze Chen +6

Scientific idea generation (SIG) is critical to AI-driven autonomous research, yet existing approaches are often constrained by a static retrieval-then-generation paradigm, leading…