When Does Test-Time Search Help World Action Models? An Empirical Audit of Candidate Selection and Simulator Integrity.

arXiv:2610.41970v1 Announce Type: new Abstract: World-action models increasingly apply test-time scaling, spending extra inference computation on candidate selection and adaptive allocation to improve control. Such gains are credible only when candidates carry