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2025 1

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Nearly Tight Regret Bounds for Profit Maximization in Bilateral Trade

cs.GT · 2025-09-26 · conditional · novelty 8.0

In repeated bilateral trade with i.i.d. private valuations, a broker can learn the best incentive-compatible profit-maximizing mechanism with $\tilde{O}(\sqrt{T})$ regret, which is nearly optimal, while sublinear regret is impossible against an adversarial sequence.

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  • Nearly Tight Regret Bounds for Profit Maximization in Bilateral Trade cs.GT · 2025-09-26 · conditional · none · ref 14

    In repeated bilateral trade with i.i.d. private valuations, a broker can learn the best incentive-compatible profit-maximizing mechanism with $\tilde{O}(\sqrt{T})$ regret, which is nearly optimal, while sublinear regret is impossible against an adversarial sequence.