scalingcritiqueneutralStandard inference-time scaling approaches like independent sampling and sequential multi-turn refinement operate without token-level credit assignment, resulting in computational inefficiencyMachine Learning29 Jul 2026http://arxiv.org/abs/2607.21453v1