Formalizes support-exclusion in constrained pricing and introduces target-aware controller with certified bands and regret-information accounting that identifies when polynomial target mass succeeds but 1/t branches fail without extra movement.
PPI-SVRG : Unifying prediction-powered inference and variance reduction for semi-supervised optimization
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Resource-Constrained Adaptive Inference for Sequential Pricing
Formalizes support-exclusion in constrained pricing and introduces target-aware controller with certified bands and regret-information accounting that identifies when polynomial target mass succeeds but 1/t branches fail without extra movement.