StatefulDiscovery: Evidence-Calibrated Claim Formation in Open-Ended Scientific Discovery

Jiayao Chen, Shi Liu, Linyi Yang

Open-ended scientific discovery asks agents to move beyond executing analyses for predefined questions. Across multiple rounds of exploration, a discovery agent must decide which p…