Structured critic-actor loops improve AI performance on theoretical physics reasoning tasks, with benefits strongest in asymmetric model pairings using constructive feedback.
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ProtoPathway fuses prototype-based histopathology encoding with pathway-aware graph neural networks for multimodal cancer survival prediction and native biological attribution.
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When Does Critique Improve AI-Assisted Theoretical Physics? SCALAR: Structured Critic--Actor Loop for Agentic Reasoning
Structured critic-actor loops improve AI performance on theoretical physics reasoning tasks, with benefits strongest in asymmetric model pairings using constructive feedback.
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ProtoPathway: Biologically Structured Prototype-Pathway Fusion for Multimodal Cancer Survival Prediction
ProtoPathway fuses prototype-based histopathology encoding with pathway-aware graph neural networks for multimodal cancer survival prediction and native biological attribution.