InfinityEdit: Infinite Video Editing with a Lightweight Edit-Ignition Adapter
The paper defines “infinite video editing” as edits that keep applying to a live, continuing video stream.
InfinityEdit uses a lightweight adapter on top of a streaming video generator, rather than rewriting a fixed source clip frame by frame. The adapter is triggered when an edit request arrives, then the base model resumes generation with a reset anchor frame. Its three attention modules handle history, causal temporal flow, and the edit instruction. The authors say experiments show stable quality across unbounded edit sequences. HF Daily Papers' note
InfinityEdit uses a lightweight adapter on top of a streaming video generator, rather than rewriting a fixed source clip frame by frame. The adapter is triggered when an edit request arrives, then the base model resumes generation with a reset anchor frame. Its three attention modules handle history, causal temporal flow, and the edit instruction. The authors say experiments show stable quality across unbounded edit sequences. HF Daily Papers' note
score 5