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Haiying Xu

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#artificial intelligence Preprint Oct 2026

TamedFlow: Trajectory-Aware Distillation for Teacher-Assisted Diffusion Sampling

Diffusion Transformers (DiTs) deliver high-fidelity image and video generation, but inference requires many sequential model evaluations. Two acceleration strategies are increasingly important: model compression makes each evaluation cheaper, while adaptive inference avoids selected teacher computation through reuse, f...

Shuai-Qi Cheng, Jia-Hao Zhang, Bo-Yuan Gu et al. · 0 citations
Jul 2026

See2Think: Do Multimodal Models Really Use Intermediate Visual States?

Evaluating representative proprietary and open-source multimodal models, it is found that visual reasoning is strongly model- and environment-dependent, with no single setting consistently dominating across tasks.

Siyu Yan, Zhuoran Yan, Haiying Xu et al. · 0 citations

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