Author

Jusheng Zhang

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Preprint Oct 2026

Video Encoders Built on Image Representations

The design of a video encoder determines when frames begin to interact and which frame-specific visual evidence remains accessible to the language model. Native video pathways couple neighboring frames during visual encoding, whereas image pathways preserve independently computed frame representations but incur a much...

Jusheng Zhang, Wen-Hao Wang, Long-Qi Cai et al. · 0 citations

Preprint Aug 2026

Token-Budget Distillation: Transferring Full-Token Semantics to Compressed Video Vision-Language Models

Token-Budget Distillation (TBD) is presented, a parameter-efficient fine-tuning framework for adapting video VLMs under a fixed token budget and consistently outperforms compression-only baselines under both moderate and aggressive compression.

Xiao-Yang Guo, Guoping Luo, Jusheng Zhang et al. · 1 citation

Review Aug 2026

Agent Safety Should Be a Runtime Contract

The right unit of safety in agentic AI is the trajectory-with-checkable-evidence, not the model, and this work formalizes an Agent Trajectory Schema and Evidence Chain, state a compositional gating proposition based on standard monitor composition, and outline a research agenda.

Albus W. Ng, Yibin Han, Jusheng Zhang et al. · 1 citation