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

JD (Jingdong)

Research official 2 src. ~1 min

A 16B-parameter autoregressive diffusion framework for real-time, open-ended video editing that works without access to future frames or a predefined video duration, combining chunk-wise autoregressive adaptation, source-anchored distillation, and long-horizon autoregressive distillation to curb temporal drift.

Why it matters

Achieves end-to-end 720p video editing at roughly 30 FPS on a single Nvidia B200 GPU; the HuggingFace Daily Papers listing shows 219 upvotes, well above the 100-upvote notability bar.

Importance: 3/5

Notable paper with 219 HF Daily Papers upvotes, above the 100-upvote bump threshold.

Sources