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This paper introduces WROP, a dataset for training object permanence in world models, and evaluates 14 video models, releasing PWM-WROP, a 16B world model that ranks among top continuation models.
Ring Forcing is an autoregressive video diffusion framework that enhances long-term memory for precise minute-long video coherence through ring-structured training, history compression, and sparse rotary embeddings.