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Tag: mnl

  • Poisson-MNL Bandit: Nearly Optimal Dynamic Joint Assortment and Pricing with Decision-Dependent Customer Arrivals

    Poisson-MNL Bandit: Nearly Optimal Dynamic Joint Assortment and Pricing with Decision-Dependent Customer Arrivals arXiv:2602.16923v1 Announce Type: new Abstract: We study dynamic joint assortment and pricing where a seller updates decisions at regular accounting/operating intervals to maximize the cumulative per-period revenue over a horizon $T$. In many settings, assortment and prices affect not only what an…

  • Combinatorial Reinforcement Learning with Preference Feedback

    Combinatorial Reinforcement Learning with Preference Feedback arXiv:2502.10158v1 Announce Type: new Abstract: In this paper, we consider combinatorial reinforcement learning with preference feedback, where a learning agent sequentially offers an action–an assortment of multiple items to–a user, whose preference feedback follows a multinomial logistic (MNL) model. This framework allows us to model real-world scenarios, particularly those…