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Sampling headroom is not selection gain: a compute-value audit of test-time scaling for video world models

Jiang, Yuhua et al.
arXiv (OAI Expanded) · Papers
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artificial-intelligencecomputer-vision-and-pattern-recognition
Test-time scaling (TTS) can improve generation only when additional compute produces better candidates and the system can reliably identify them. This distinction is especially important for video world models, where a wider sample pool may contain stronger rollouts without improving the output that
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