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20242026
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cs.CV2026

Bridging Video Understanding and Generation in a Unified Framework

Yuqi Wang, Runyi Li, Ruoyu Feng +3

Recently, unified image generation and understanding have been extensively explored. However, extending such unified modeling paradigms to the video domain remains largely underexp…

cs.CV2026

Video-Mirai: Autoregressive Video Diffusion Models Need Foresight

Yonghao Yu, Lang Huang, Runyi Li +2

Causal video generators must predict from the past, but they need not learn only from it. In streaming autoregressive video diffusion, each emitted segment becomes a commitment tha…

cs.CV2026

Mirai: Autoregressive Visual Generation Needs Foresight

Yonghao Yu, Lang Huang, Zerun Wang +2

Autoregressive (AR) visual generators model images as sequences of discrete tokens and are trained with a next-token likelihood objective. This strict causal supervision optimizes…

cs.CV2025

GaussianSeal: Rooting Adaptive Watermarks for 3D Gaussian Generation Model

Runyi Li, Xuanyu Zhang, Chuhan Tong +2

With the advancement of AIGC technologies, the modalities generated by models have expanded from images and videos to 3D objects, leading to an increasing number of works focused o…

cs.CV2025

LAFR: Efficient Diffusion-based Blind Face Restoration via Latent Codebook Alignment Adapter

Runyi Li, Bin Chen, Jian Zhang +1

Blind face restoration from low-quality images is a challenging task that requires not only high-fidelity image reconstruction, but also preservation of facial identity. Although d…

cs.CV2025

FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models

Zhipei Xu, Xuanyu Zhang, Runyi Li +3

The rapid development of generative AI is a double-edged sword, which not only facilitates content creation but also makes image manipulation easier and more difficult to detect. A…