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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...
Aims: Obstructive sleep apnea (OSA)-associated chronic intermittent hypoxia (CIH) induces lung injury, partly through ferroptosis. Although resveratrol (Res) exhibits antioxidant activity, its mechanism in mitigating ferroptosis under CIH remains unclear. This study aimed to determine whether Res attenuates CIH-induced...
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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