2026
Principle-Evolvable Scientific Discovery via Uncertainty Minimization
ICML 2026poster
Large Language Model (LLM)-based scientific agents have accelerated scientific discovery, yet they often suffer from significant inefficiencies due to adherence to fixed initial priors. Existing approaches predominantly operate within a static hypothesis space, which restricts the discovery of novel…