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      "statement": "# CausVid: bidirectional-teacher to causal-video-student distillation\n\nInitialized a causal video student from teacher ODE trajectories and applied asymmetric distribution-matching distillation for few-step cached streaming generation.\n\n## Scientific scope\n\nInherits DMD and causal/autoregressive video modeling. Reduced empirical error accumulation is not an indefinite-stability or physical-accuracy theorem. Latency/FPS are original hardware/model measurements, not current universal rankings.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nTianwei Yin; Qiang Zhang; Richard Zhang; William T. Freeman; Fredo Durand; Eli Shechtman; Xun Huang\n\nSource-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.\n\n\n\n## Original sources\n\n- [From Slow Bidirectional to Fast Causal Video Generators](https://arxiv.org/abs/2412.07772v1)\n",
      "summary": "Initialized a causal video student from teacher ODE trajectories and applied asymmetric distribution-matching distillation for few-step cached streaming generation.",
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