TIDE: Task-Isolated Diffusion for Unified Video Editing and Generation 事件

TIDE: Task-Isolated Diffusion for Unified Video Editing and Generation arXiv:2606.08260v1 Announce Type: new Abstract: Recent advances in Diffusion Transformers have driven rapid progress in video generation and editing, yet these capabilities are still handled by separate, task-specific models. Building a unified framework that supports diverse video tasks remains an open challenge: existing unified attempts either require dedicated auxiliary encoders or lack explicit mechanisms to distinguish