Wave Forcing: Towards Speed-of-Light Streaming Video Generation

Researchers propose Wave Forcing (WF), a method designed to enable continuous, speed-of-light streaming video generation with multi-step denoising. The system uses chunk-wise causal attention and distributes staggered denoising stages across full-model replicas to achieve one output chunk per concurrent forward round. Experiments show that Wave Forcing maintains high quality while significantly improving throughput across various model scales compared to existing baselines. Open article →