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#artificial intelligence Preprint Sep 2026

Train Ahead, Distill Back: Bootstrapping On-Policy Self-Distillation for Large Language Models

On-policy self-distillation (OPSD) improves large language models by letting a self-teacher with privileged information provide dense token-level supervision on the model's own trajectories. Yet existing methods typically construct the self-teacher from the current, initial, or slowly averaged policy state, leaving the...

Zheng Zhang, Xin-Yue Tan, Lu Li et al. · 0 citations
Preprint Aug 2026

AVA-Encoder: Towards Agent-Native Video Representation Learning

Video creative agents still lack an effective way to learn from high-quality human films, limiting their ability to produce cinematic-grade videos. A key challenge is the absence of a structured video representation that is both faithful to film content and directly usable for agentic reasoning and manipulation. To add...

Chuyue Li, Jinpeng Yu, Hao-Zhe Wang et al. · 1 citation

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