2026
Cycle-of-Science: Reliable Reasoning through Counterfactual Verification for Agent Decision Making
ICML 2026poster
Large Language Models have significantly advanced autonomous agents through their sophisticated perception and execution capabilities. Despite effective, agents still struggle with robust decision-making due to passive learning from similar experiences that often confound correlation with causality.…