Author

Xurui Peng

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Preprint Oct 2026

TriTD: Tri-Partite Trajectory-Distribution Distillation for Real-Time Autoregressive Video Generation

Autoregressive (AR) video diffusion has emerged as a leading paradigm for efficient video generation, yet its practical deployment remains bottlenecked by the trade-off between generation quality and inference efficiency. We attribute this bottleneck to three error sources in AR rollouts: the base model error, the trai...

Jia Li, Xu-Rui Peng, Hao-Wei Zhu et al. · 1 citation

Preprint Sep 2026

SelfLift: Accelerating Few-Step Diffusion via Self-Recovering Resolution Transition

SelfLift is introduced, a self-recovering progressive-resolution framework that derives both transition-repair signals and trajectory-aligned supervision from the generative model itself and reduces end-to-end latency across FLUX, establishing a stronger speed-quality frontier for few-step diffusion.

Ting-Yan Wen, Chen-Qian Yan, Xu-Rui Peng et al. · 0 citations