Introduces structured Stackelberg games and the Stackelberg-Littlestone dimension to characterize the leader's optimal regret and sample complexity when context predicts follower type.
Generalization guarantees for multi-item profit maximization: Pricing, auctions, and randomized mechanisms.Operations Research, 73(2):648–663
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Learning in Structured Stackelberg Games
Introduces structured Stackelberg games and the Stackelberg-Littlestone dimension to characterize the leader's optimal regret and sample complexity when context predicts follower type.