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NeurIPS 2026U Chinese Academy of SciencesXiaohongshu IncU the Chinese Academy of ScienceSCIRInstitute of Software, Chinese AImitation learning

Your Teacher Can’t Help You Here: Combating Supervision Fidelity Decay in On-Policy Distillation

Yanjiang Liu, Jie Lou, Xinyan Guan, Yuqiu Ji and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Chinese Academy of SciencesXiaohongshu IncXiaohongshuInstitute of Software, Chinese AInstitute of Software, CASVision-language models

Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation

Vision-OPD distills a crop-conditioned teacher into a full-image student via on-policy self-distillation to improve fine-grained visual understanding without external teachers or tools. It achieves competitive or superior performance on fine-grained benchmarks against larger open-source, closed-sour

Qianhao Yuan, Jie Lou, XingYu Li, Hongyu Lin and 3 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 5 on Hugging Face

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