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Learning from interaction experience is essential for enabling large language models to continually improve during deployment. Context distillation offers a promising path: privileged information extracted from experience is provided to a teacher, whose behavior is then distilled into a student model that has no access...
Findings reveal a novel mechanism in OSA pathophysiology and highlight Res as a promising therapeutic candidate for CIH-induced lung injury by inhibiting ferroptosis via SIRT1-dependent modulation of the EGR1/GLS2 axis.
Unified On-Policy Self-Distillation (USD), a lightweight online algorithm to solve the Lagrangian, reveals that a single dual variable governs both decisions: at one price for learning difficulty, it simultaneously sets the token-selection threshold and the direction of privileged-information adjustment, keeping superv...
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