Rolling Forcing

Autoregressive Long Video Diffusion in Real Time

💡 TL;DR: REAL-TIME streaming generation of MULTI-MINUTE videos

• 🚀 Real-Time at 16 FPS: Stream high-quality video directly from text on a single GPU.
• 🎬 Minute-Long Videos: Generate coherent, multi-minute sequences with dramatically reduced drift.
• ⚙️ Rolling-Window Strategy: Denoise frames together in a rolling window for mutual refinement, breaking the chain of error accumulation.
• 🧠 Long-Term Memory: The novel Attention Sink anchors your video, preserving global context over thousands of frames.
• 🥇 State-of-the-Art Performance: Outperforms all comparable open-source models in quality and consistency.

📚 Citation