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Paul Graham responds to Elizabeth Warren's tweet on dynamic pricing, critiquing her statement as oversimplifying the concept and questioning her honesty or intelligence.
The paper develops model-free q-learning algorithms for reinforcement learning in continuous-time jump Markov decision processes, applied to network dynamic pricing, showing superior performance over benchmark methods.
A news article discussing how AI-driven dynamic pricing is reducing the availability of bargain airfares on popular routes, leading to higher overall ticket prices.
A tutorial explaining programmatic advertising and how to model physical advertising using Python, covering entity resolution, audience data, availability, and dynamic pricing.
This paper proposes a fairness-aware pricing framework for retail food products using Autoregressive Distributed Lag (ARDL) models for sales forecasting and optimizes prices with Linear Programming and Simulated Annealing under CPI-based bounds to prevent consumer exploitation.
This paper presents Quota Marketplace, a market-based dynamic pricing mechanism deployed at Google for efficient allocation of ML training accelerators across business units, achieving Pareto efficiency and max-min fairness under heterogeneous workload values.
The paper introduces Human-in-the-Loop Gated Bandit (HITL-GB) for short-term rental dynamic pricing, showing that historical pricing data under a prior policy is structurally equivalent to on-policy warm-up data, reducing cold-start from ~150 to ~30 episodes.