Author

Jun-Hao Zhou

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Preprint Oct 2026

OneStreamer: Unifying Perception, Memory, and Proactive Response in Streaming Video Interaction

Streaming video LLMs must retain evidence before its relevance to future tasks is known and respond when sufficient evidence becomes available. The challenge is to form reusable factual memory without compromising real-time perception. We introduce OneStreamer, which jointly learns query-independent evidence recording...

Xiang-Yun Zeng, Yuan-Dong Yang, Zhi-Qiu Zhang et al. · 1 citation

Preprint Oct 2026

VideoJev: System One Model for Video Understanding and Interaction

VideoJev, a family of models that cast video understanding and interaction as structured decision tasks, is introduced, a family of models that cast video understanding and interaction as structured decision tasks that combine the semantic flexibility of MLLMs with efficient decisions that agents can use directly.

Yu-Han Zhu, Xiang-Yun Zeng, Qing-Yi Si et al. · 1 citation

#machine learning Preprint Sep 2026

CompassOPD: Cross-Family On-Policy Distillation via Within-Family Likelihood Shifts

CompassOPD is proposed, which removes this offset and transfers the within-family shift, while a frozen student reference anchors updates to the student's initial policy, and shows that CompassOPD consistently outperforms standard cross-family OPD.

Nai-Bin Gu, Qing-Yi Si, Chen-Xu Yang et al. · 0 citations