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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Shengxin Liu

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Preprint Aug 2026

Sample Complexity of the Second-Best Bilateral Trade

We study the sample complexity of learning near-optimal bilateral trade mechanisms. Unlike previous work on learning simple or fixed-price bilateral-trade mechanisms, we focus on mechanisms satisfying Bayesian incentive compatibility (BIC), interim individual rationality (IIR), and ex-ante weak budget balance (WBB). In...

Qiao-Yun Shi, Shengxin Liu, Zong-Qi Wan · 0 citations
Preprint Sep 2026

Comparison-Based Fair Division of Indivisible Chores

We investigate the query complexity of fairly allocating $m$ indivisible chores among $n$ agents with additive cost functions. We depart from the standard cardinal model and assume only comparison access: an algorithm may ask an agent which of two bundles is less costly, but never observes numerical costs. Our first re...

Ze-Han Lin, Shengxin Liu, Biaoshuai Tao et al. · 0 citations

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