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Image Credit: Arxiv

Learning to Coordinate Bidders in Non-Truthful Auctions

  • In non-truthful auctions like first-price and all-pay auctions, independent strategic behaviors of bidders can lead to undesirable outcomes.
  • Coordinating bidders by having a mediator recommend correlated bidding strategies can improve auction systems.
  • Learning Bayes correlated equilibria in non-truthful auctions requires understanding bidders' private valuations, which may not always be available.
  • The sample complexity of learning Bayes correlated equilibria in auctions can be achieved with a polynomial number of samples.

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