Jiayi Xu
Luminark: Training-free, Probabilistically-Certified Watermarking for General Vision Generative Models
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Jiayi Xu
, Zhang Zhang
, Yuanrui Zhang
, Ruitao Chen
, Yixian Xu
, Tianyu He
, Di He
Arxiv
In this paper, we introduce \emph{Luminark｝, a training-free and probabilistically-certified …
Playing with Transformer at 30+ FPS via Next-Frame Diffusion
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Xinle Cheng
, Tianyu He†
, Jiayi Xu
, Junliang Guo
, Di He
, Jiang Bian
Arxiv
NeurIPS 2025
In this work, we present Next-Frame Diffusion (NFD), an autoregressive diffusion transformer that …