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PR-OPD: Privileged Representation On-policy Self-Distillation for Agentic Reinforcement Learning

PR-OPD improves RL agents by aligning hidden states with a stop-gradient skill-conditioned teacher via hindsight self-distillation, boosting ALFWorld and WebShop success over GRPO without inference overhead.

Muyang Li, Jie Yang, Zhengyu Fang, Junchao Zhu and 4 more

Published Sep 29, 2026 · 0 citations · ▲ 11 on Hugging Face

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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 2/5