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

Jiayao Chen, Shi Liu, Linyi Yang
Thursday at 04:00
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arXiv:2606.11851v1 Announce Type: new Abstract: 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 phenomena warrant investigation while avoiding overinterpretation, where emerging claims exceed the evidential scope of...

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