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Beihang University
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RAG systems get a boost: CRITIC-R1 learns to diagnose and fix errors with structured feedback, outperforming strong baselines on knowledge-intensive QA.
Achieve SOTA zero-shot anomaly detection by dynamically routing image patches based on structural entropy, adapting to heterogeneous anomaly patterns without target-domain fine-tuning.
RLHF can be made more stable and effective by explicitly verifying and reinforcing policy improvements against a historical baseline, rather than relying solely on instantaneous reward signals.
