Ring Forcing addresses long-term memory limitations in autoregressive video diffusion using a ring-structured training strategy combined with compression and timestep composition to extend memory capacity to minute-long sequences while maintaining object permanence. A sparse RoPE mechanism enables flexible memory adaptation, and the method shows superior temporal coherence versus existing approaches.
