mlsanityData to 14 Oct 2026

Tight Regret Bounds for Bilateral Trade under Semi Feedback

arXiv 2601.16412 ↗First posted 23 Jan 2026cs.GT cs.LGcited by 0

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Abstract (arXiv)

The study of textitregret minimization in fixed-price bilateral trade has received considerable attention in recent research. Previous works [CCC+24a, CCC+24b, AFF24, BCCF24, CJLZ25, LCM25a, GDFS25] have acquired a thorough understanding of the problem, except for determining the tight regret bound for GBB semi-feedback fixed-price mechanisms under adversarial values. In this paper, we resolve this open question by devising an widetildeO(T2 / 3)-regret mechanism, matching the Omega(T2 / 3) lower bound from [CJLZ25] up to polylogarithmic factors.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 13 references that are in the map. First posted on arXiv 23 Jan 2026.

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6 of 13 references.

References · 6

  1. 2021Bilateral Trade: A Regret Minimization Perspectivecited by 29
  2. 2022An α-regret analysis of Adversarial Bilateral Tradecited by 16
  3. 2025Better Regret Rates in Bilateral Trade via Sublinear Budget Violationcited by 7
  4. 2025Nearly Tight Regret Bounds for Profit Maximization in Bilateral Tradecited by 7
  5. 2025Online Two-Sided Markets: Many Buyers Enhance Learningcited by 5
  6. 2025Tight Regret Bounds for Fixed-Price Bilateral Tradecited by 4

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