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dual on-policy distillation

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Machine Heart
Machine Heart
Jul 8, 2026 · Artificial Intelligence

How DOPD Overcomes the Privilege Illusion to Boost Online Policy Distillation

The DOPD paper introduces an advantage‑aware dual distillation framework that eliminates the privilege illusion, dynamically selects token‑wise strategies, and delivers up to 7.5‑point gains on LLM benchmarks while closing 89.8% of the teacher‑student gap and showing strong robustness across model sizes.

LLMVLMdual on-policy distillation
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How DOPD Overcomes the Privilege Illusion to Boost Online Policy Distillation