Autonomous Scientific Discovery via Exploration Schema Libraries: Replicating Scientists' Problem-Space Metacognition
Current Artificial Intelligence for Science (AI4S) frameworks excel at pattern recognition within massive datasets but fundamentally lack causal reasoning and the capacity for autonomous theoretical innovation. To address this limitation, we introduce a novel paradigm that shifts the focus from learning scientific data...