On The Limited Cost of Consistency In Points-Based Rewards Programs

arXiv:2506.03911 · cs.LG, math.OC · Submitted 2025-06-04 · Read on arXiv

cs.LG, math.OC

Submitted: 2025-06-04

Updated: 2026-09-29

Terminology

• Regret — 2× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Personalization — 1× in this paper · explained in 2 episodes

Sources

• Fairness-aware Online Price Discrimination with Nonparametric Demand Models
• Utility Fairness in Contextual Dynamic Pricing with Demand Learning
• Online Allocation of Throughput-Constrained Resources Using Proxy Assignments
• Dynamic Pricing with Demand Covariates

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