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.
Optimal Dy- namic Pricing of Inventories with Stochastic Demand over Finite Horizons
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2representative citing papers
Reward-only PPO can match hotel RevPAR while destroying Fixed-RM price discipline under hidden competitor state; a discipline-stability evaluation protocol and full-distribution Trace-Prior repair diagnose and partially fix the failure.
citing papers explorer
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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.
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When Outcome Looks Right But Discipline Fails: Trace-Based Evaluation Under Hidden Competitor State
Reward-only PPO can match hotel RevPAR while destroying Fixed-RM price discipline under hidden competitor state; a discipline-stability evaluation protocol and full-distribution Trace-Prior repair diagnose and partially fix the failure.