Introduces P2MLE-UCB and GP2-UCB round-based algorithms achieving optimal regret bounds for multiplicative and general position-aware MNL bandits, with efficient optimization subroutines.
arXiv preprint arXiv:2502.06777
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New algorithms for joint contextual MNL assortment and pricing deliver improved online regret bounds of order W sqrt(d T log N)/L0 and local suboptimality guarantees offline.