2 papers
cs.AI2026
Graph2Idea:Retrieval-Augmented Scientific Idea Generation with Graph-Structured Contexts
Xu Li, Hanzhe Tu, Xun Han
Generating novel, feasible, and high-quality research ideas is an important yet challenging task in scientific discovery. Recent Large Language Model (LLM)-based methods often grou…
cs.CL2026
EvoGens: A Population-Based Heuristic Search Framework for Scientific Idea Generation
Xu Li, Hanzhe Tu, Xinyi Li +3
Generating novel research ideas is fundamental to scientific progress. While Large Language Models (LLMs) show promise in assisting this process, existing approaches often exhibit…