Jun-Jie Lu

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

The Compute-Value Audit (CVA) is introduced, a sequential framework that asks whether extra sampling creates opportunity, observable signals provide a reliable state, that state supports a beneficial action, and the resulting gain exceeds the full entry fee of generation and verification.