English

Settling the Communication Complexity of VCG-based Mechanisms for all Approximation Guarantees

Computer Science and Game Theory 2024-04-02 v1

Abstract

We consider truthful combinatorial auctions with items M=[m]M = [m] for sale to nn bidders, where each bidder ii has a private monotone valuation vi:2MR+v_i : 2^M \to R_+. Among truthful mechanisms, maximal-in-range (MIR) mechanisms achieve the best-known approximation guarantees among all poly-communication deterministic truthful mechanisms in all previously-studied settings. Our work settles the communication necessary to achieve any approximation guarantee via an MIR mechanism. Specifically: Let MIRsubmod(m,k)(m,k) denote the best approximation guarantee achievable by an MIR mechanism using 2k2^k communication between bidders with submodular valuations over mm items. Then for all k=Ω(log(m))k = \Omega(\log(m)), MIRsubmod(m,k)=Ω(m/(klog(m/k)))(m,k) = \Omega(\sqrt{m/(k\log(m/k))}). When k=Θ(log(m))k = \Theta(\log(m)), this improves the previous best lower bound for poly-comm. MIR mechanisms from Ω(m1/3/log2/3(m))\Omega(m^{1/3}/\log^{2/3}(m)) to Ω(m/log(m))\Omega(\sqrt{m}/\log(m)). We also have MIRsubmod(m,k)=O(m/k)(m,k) = O(\sqrt{m/k}). Moreover, our mechanism is optimal w.r.t. the value query and succinct representation models. When k=Θ(log(m))k = \Theta(\log(m)), this improves the previous best approximation guarantee for poly-comm. MIR mechanisms from O(m)O(\sqrt{m}) to O(m/log(m))O(\sqrt{m/\log(m)}). Let also MIRgen(m,k)(m,k) denote the best approximation guarantee achievable by an MIR mechanism using 2k2^k communication between bidders with general valuations over mm items. Then for all k=Ω(log(m))k = \Omega(\log(m)), MIRgen(m,k)=Ω(m/k)(m,k) = \Omega(m/k). When k=Θ(log(m))k = \Theta(\log(m)), this improves the previous best lower bound for poly-comm. MIR mechanisms from Ω(m/log2(m))\Omega(m/\log^2(m)) to Ω(m/log(m))\Omega(m/\log(m)). We also have MIRgen(m,k)=O(m/k)(m,k) = O(m/k). Moreover, our mechanism is optimal w.r.t. the value query and succinct representation models. When k=Θ(log(m))k = \Theta(\log(m)), this improves the previous best approximation guarantee for poly-comm. MIR mechanisms from O(m/log(m))O(m/\sqrt{\log(m)}) to O(m/log(m))O(m/\log(m)).

Keywords

Cite

@article{arxiv.2404.00831,
  title  = {Settling the Communication Complexity of VCG-based Mechanisms for all Approximation Guarantees},
  author = {Frederick V. Qiu and S. Matthew Weinberg},
  journal= {arXiv preprint arXiv:2404.00831},
  year   = {2024}
}

Comments

40 pages, 2 figures, to appear in STOC 2024