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J. Guo

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#machine learning Preprint Sep 2026

Beyond Teacher Assignment: Domain-Normalized Multi-Teacher On-Policy Distillation

Domain-Normalized MOPD is proposed, which keeps the routing and rescales each domain's feedback by its measured spread, and improves the average score over MOPD at every size, across three random seeds and under two answer-length limits, and recovers most of the lost mathematics gain.

Xin Li, Hao-Zhe Jiang, Xin-Ming Gao et al. · 0 citations
Jul 2026

Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model

Mage-VL is presented, an efficient codec-native streaming foundation model for real-time multimodal understanding and interaction and establishes AI4AI data pipelines encompassing prompt-code joint optimization for multimodal captioning and AI-driven performance diagnosis to guide training recipes.

Senqiao Yang, Kaichen Zhang, Zhaoyang Jia et al. · 3 citations

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