Ring Forcing Enhances Long-Term Memory in Video Diffusion

Ring Forcing is an autoregressive video diffusion framework that uses a ring-structured training strategy to enforce retrieval from distant history. It specifically targets improvements in object permanence and long-context memory capacity.