Optimal auctions through deep learning

P Dütting, Z Feng, H Narasimhan… - International …, 2019 - proceedings.mlr.press
Designing an incentive compatible auction that maximizes expected revenue is an intricate
task. The single-item case was resolved in a seminal piece of work by Myerson in 1981 …

A duality based unified approach to bayesian mechanism design

Y Cai, NR Devanur, SM Weinberg - … of the forty-eighth annual ACM …, 2016 - dl.acm.org
We provide a unified view of many recent developments in Bayesian mechanism design,
including the black-box reductions of Cai et. al., simple auctions for additive buyers, and …

Simple mechanisms for subadditive buyers via duality

Y Cai, M Zhao - Proceedings of the 49th Annual ACM SIGACT …, 2017 - dl.acm.org
We provide simple and approximately revenue-optimal mechanisms in the multi-item multi-
bidder settings. We unify and improve all previous results, as well as generalize the results …

Mechanism design for subadditive agents via an ex ante relaxation

S Chawla, JB Miller - Proceedings of the 2016 ACM Conference on …, 2016 - dl.acm.org
We consider the problem of maximizing revenue for a monopolist offering multiple items to
multiple heterogeneous buyers. We develop a simple mechanism that obtains a constant …

Optimal auctions through deep learning

P Dütting, Z Feng, H Narasimhan, DC Parkes… - Communications of the …, 2021 - dl.acm.org
Designing an incentive compatible auction that maximizes expected revenue is an intricate
task. The single-item case was resolved in a seminal piece of work by Myerson in 1981 …

The menu-size complexity of revenue approximation

M Babaioff, YA Gonczarowski, N Nisan - Proceedings of the 49th Annual …, 2017 - dl.acm.org
We consider a monopolist that is selling n items to a single additive buyer, where the buyer's
values for the items are drawn according to independent distributions F 1, F 2,…, F n that …

Duality and optimality of auctions for uniform distributions

Y Giannakopoulos, E Koutsoupias - … of the fifteenth ACM conference on …, 2014 - dl.acm.org
We derive exact optimal solutions for the problem of optimizing revenue in single-bidder
multi-item auctions for uniform iid valuations. We give optimal auctions of up to 6 items; …

The competition complexity of auctions: A bulow-klemperer result for multi-dimensional bidders

A Eden, M Feldman, O Friedler, I Talgam-Cohen… - arXiv preprint arXiv …, 2016 - arxiv.org
A seminal result of Bulow and Klemperer [1989] demonstrates the power of competition for
extracting revenue: when selling a single item to $ n $ bidders whose values are drawn iid …

Dominant-strategy versus bayesian multi-item auctions: Maximum revenue determination and comparison

ACC Yao - Proceedings of the 2017 ACM Conference on …, 2017 - dl.acm.org
We address two related unanswered questions in maximum revenue multi-item auctions. Is
dominant-strategy implementation equivalent to the semantically less stringent Bayesian …

The optimal mechanism for selling to a budget constrained buyer: The general case

NR Devanur, SM Weinberg - Proceedings of the 2017 ACM Conference …, 2017 - dl.acm.org
We consider a revenue-maximizing seller with a single item facing a single buyer with a
private budget. The (value, budget) pair is drawn from an arbitrary and possibly correlated …