Kun Liang
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126
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ML×1AI×1
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2026
ADWIN: Adaptive Windows for Horizon-Aware On-Policy Distillation
ADWIN introduces an adaptive window framework for on-policy distillation (OPD) that efficiently manages the supervision horizon by training on short, teacher-anchored prefixes while using delayed full-rollout probes to maintain alignment, significantly reducing training cost while preserving accuracy.
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Papers
cs.LGcs.AIRecentMay 27, 2026
ADWIN: Adaptive Windows for Horizon-Aware On-Policy Distillation
Kun Liang, Chenming Tang, Clive Bai, Weijie Liu +2 more
ADWIN introduces an adaptive window framework for on-policy distillation (OPD) that efficiently manages the supervision horizon by training on short, teacher-anchored prefixes while using delayed full…
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