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cs.GT2025
The Query Complexity of Uniform Pricing
Houshuang Chen, Yaonan Jin, Pinyan Lu +1
Real-world pricing mechanisms are typically optimized using training data, a setting corresponding to the \textit{pricing query complexity} problem in Mechanism Design. The previou…
cs.GT2025
Tight Regret Bounds for Fixed-Price Bilateral Trade
Houshuang Chen, Yaonan Jin, Pinyan Lu +1
We examine fixed-price mechanisms in bilateral trade through the lens of regret minimization. Our main results are twofold. (i) For independent values, a near-optimal $\widetildeΘ(…