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Preprint Oct 2026

TGuide: Faster Autoregressive Video Diffusion via Historical Trajectory Guidance

Can autoregressive video diffusion be accelerated further when only four denoising steps remain? Existing feature caching approaches struggle in this regime, as large feature changes between denoising timesteps undermine both direct reuse and lightweight predictors. We observe that features across video chunks remain s...

Zhuo Chen, Bin Zou, Fan-Yue Wei et al. · 0 citations
Sep 2026

Towards Transferable Black-Box Attack via Minimizing Maximum Model Discrepancy.

Adversarial attacks on black-box models, which operate without direct access to the target system, present a significant challenge due to the lack of a foundational theory for the transferability of adversarial examples. This paper introduces a paradigm shift in black-box adversarial attacks by minimizing model discrep...

An-Qi Zhao, Tong Chu, Ya-Hao Liu et al. · 0 citations

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