Author

Linjie Li

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Preprint Oct 2026

Glance Forcing: Making Bidirectional Diffusion Autoregressive at a Glance

Autoregressive generation underlies real-time, causal video synthesis and is the backbone of video world models. Today's dominant approach distills a bidirectional diffusion model into a causal few-step student, but existing pipelines make this conversion prohibitively expensive, requiring offline Probability Flow ODE}...

Zhuo-Bai Dong, Jun-Chao Yi, Hu-Jian Guo et al. · 0 citations

Jul 2026

Efficient Frame Selection for Long Videos at Test Time with Attention-Based MLLM Selectors

DAFS (Dynamic Attention-based Budget-aware Frame Selection), a training-free frame selector that improves over uniform sampling by up to 6.4 points on Video-MME and outperforms prior training-based selectors under matched frame budgets, while generalizing across selector and answerer backbones, and across tasks, withou...

Yilin Wang, Xiangxi Zheng, Dongxing Mao et al. · arXiv.org · 2 citations