From Scientific Observations to Mechanisms: Benchmarking Hypothesis Generation by AI Scientists.

arXiv:2610.05197v1 Announce Type: new Abstract: Data-driven mechanistic hypotheses are essential to scientific discovery because they explain how underlying processes produce observed phenomena. AI agents and AI scientists increasingly support scientific data