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

Yuhua Jiang, Junjie Lu, Feifei Gao

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 imp…