Author

Jian-min Yuan

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Preprint Aug 2026

JoyAI-Video-Edit: Real-Time Open-Ended Video Editing with Autoregressive Diffusion

The method combines chunk-wise autoregressive adaptation, Source-Anchored Distribution Matching Distillation, and Long-Horizon Autoregressive Distillation to reduce train--inference mismatch, preserve source fidelity during two-step generation, and mitigate accumulated temporal drift.

Yi-Cheng Xiao, Wenxun Dai, Xinran Qin et al. · 5 citations

Jul 2026

Perceptual Flow Matching for Few-Step Generative Modeling

Perceptual Flow Matching supervises flow matching in a perceptual feature space using pretrained perceptual models, which substantially improves the few-step generation capability of flow-matching models, reducing the number of sampling steps from 35-50 to 4-8 while preserving generation quality.

Chuyang Zhao, Yifei Song, Hongfa Wang et al. · arXiv.org · 2 citations