Ruiyan Wang

Directly conditioning video diffusion on audio wastes massive capacity on static background and identity pixels—routing control transitively through a causal motion latent distilled under a single frozen video teacher achieves real-time streaming at 15.4 FPS with zero fidelity loss.

Error drift in long-horizon video generation can be effectively controlled, leading to state-of-the-art synthesis quality and temporal consistency.