Author

Hu-Jian Guo

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Preprint Oct 2026

Glance Forcing: Making Bidirectional Diffusion Autoregressive at a Glance

Autoregressive generation underlies real-time, causal video synthesis and is the backbone of video world models. Today's dominant approach distills a bidirectional diffusion model into a causal few-step student, but existing pipelines make this conversion prohibitively expensive, requiring offline Probability Flow ODE}...

Zhuo-Bai Dong, Jun-Chao Yi, Hu-Jian Guo et al. · 0 citations

Preprint Sep 2026

Planning and Rendering in Concert: DeepFusion of Autoregressive Layouts and Diffusion for Visual Text Generation

Generating text-rich images from prompts requires both textual fidelity and the coherent integration of text into the surrounding image. An explicit layout can provide structured guidance about what text should appear and where, but a well-formed plan alone does not guarantee that the renderer will realize it faithfull...

Guan-Qiao Chen, Jing Tan, Dong-Xing Mao et al. · 0 citations