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English(EN) Bilateral Trade Under Heavy-Tailed Valuations: Minimax Regret with Infinite Variance

新研究详细介绍了具有无限方差的双边贸易的最小最大遗憾

一篇新发表在arXiv上的研究论文介绍了一种用于重尾估值下双边贸易的新算法,特别解决了交易者估值具有无限方差的情况。所提出的方法扩展了现有的自界定性质,并利用截断均值估计来实现一种遗憾率,该遗憾率在经典的非参数率和线性率之间进行插值。这项工作为这个复杂的交易问题提供了精确的最小最大率表征。 AI

排序理由 该项目是一篇发表在arXiv上的研究论文,详细介绍了一种新算法和理论结果。[lever_c_demoted from research: ic=1 ai=0.4]

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新研究详细介绍了具有无限方差的双边贸易的最小最大遗憾

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该项目是一篇发表在arXiv上的研究论文,详细介绍了一种新算法和理论结果。[lever_c_demoted from research: ic=1 ai=0.4]
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  1. arXiv stat.ML TIER_1 English(EN) · Hangyi Zhao ·

    双边贸易在重尾估值下:具有无限方差的最小-最大遗憾

    arXiv:2603.06851v2 Announce Type: replace Abstract: We study contextual bilateral trade under full feedback when, conditionally on the context, trader valuations have bounded density but infinite variance. We first extend the self-bounding property of Bachoc et al. (ICML 2025) fr…