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Machine Learning-based Market Design

Publications

Machine Learning-powered Iterative Combinatorial Auctions

Author(s): Gianluca Brero, Benjamin Lubin, Sven Seuken
Published in: 2021
Publisher: arxiv

Machine Learning-powered Combinatorial Clock Auction

Author(s): Ermis Soumalias, Jakob Weissteiner, Jakob Heiss, Sven Seuken
Published in: Proceedings of the Thirty-eight AAAI Conference on Artificial Intelligence (AAAI'24), 2024
Publisher: AAAI

NOMU: Neural Optimization-based Model Uncertainty

Author(s): Jakob Heiss, Jakob Weissteiner, Hanna Wutte, Sven Seuken, Josef Teichmann
Published in: Proceedings of the Thirty-ninth International Conference on Machine Learning, 2021
Publisher: ICML

Learning Solutions in Large Economic Networks using Deep Multi-Agent Reinforcement Learning: Extended Abstract

Author(s): Michael Curry; Alexander Trott; Soham Phade; Yu Bai; and Stephan Zheng
Published in: International Conference on Autonomous Agents and MultiAgent Systems (AAMAS), 2023
Publisher: AAMAS

Enabling Trade-offs in Machine Learning-based Matching for Refugee Resettlement

Author(s): Nils Olberg, Sven Seuken
Published in: 2019
Publisher: arixv

Differentiable Economics for Randomized Affine Maximizer Auctions

Author(s): Michael Curry, Tuomas Sandholm,JohnDickerson
Published in: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence (IJCAI-23), 2023
Publisher: IJCAI

Machine Learning-powered Course Allocation

Author(s): Ermis Soumalias, Behnoosh Zamanlooy, Jakob Weissteiner, Sven Seuken
Published in: 2024
Publisher: arxiv

Search and Matching for Adoption from Foster Care

Author(s): Nils Olberg, Ludwig Dierks, Sven Seuken, Vincent W. Slaugh, M. Utku Ünver
Published in: 2021
Publisher: arxiv

Learning Best Response Policies in Dynamic Auctions

Author(s): Vinzenz Thoma, Michael Curry, Niao He, Sven Seuken
Published in: 2024
Publisher: arxiv

Computing Perfect Bayesian Equilibria in Sequential Auctions with Verification

Author(s): Vinzenz Thoma, Vitor Bosshard, Sven Seuken
Published in: 2024
Publisher: arxiv

Scalable Mechanism Design for Multi-Agent Path Finding

Author(s): Paul Friedrich, Yulun Zhang, Michael Curry, Ludwig Dierks, Stephen McAleer, Jiaoyang Li, Tuomas Sandholm, Sven Seuken
Published in: 2024
Publisher: arxiv

Automated Design of Affine Maximizer Mechanisms In Dynamic Settings

Author(s): Michael J. Curry; Vinzenz Thoma; Darshan Chakrabarti; Stephen Marcus McAleer; Christian Kroer; Tuomas Sandholm; Niao He; and Sven Seuken
Published in: AAAI Conference on Artificial Intelligence, 2024
Publisher: AAAI

Bayesian Optimization-based Combinatorial Assignment

Author(s): Jakob Weissteiner, Jakob Heiss, Julien Siems and Sven Seuken
Published in: Proceedings of the Thirty-seventh AAAI Conference on Artificial Intelligence, 2023
Publisher: AAAI

iMLCA: Machine Learning-powered Iterative Combinatorial Auctions with Interval Bidding

Author(s): Manuel Beyeler, Gianluca Brero, Benjamin Lubin, and Sven Seuken
Published in: Proceedings of the 22nd ACM Conference on Economics and Computation, 2021
Publisher: ACM

Market Design for Drone Traffic Management

Author(s): Sven Seuken, Paul Friedrich, Ludwig Dierks
Published in: Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
Publisher: AAAI press

Monotone-Value Neural Networks: Exploiting Preference Monotonicity in Combinatorial Assignment

Author(s): Jakob Weissteiner, Jakob Heiss, Julien Siems, Sven Seuken
Published in: The 31st International Joint Conference on Artificial Intelligence, 2022
Publisher: IJCAI

Deep Learning—Powered Iterative Combinatorial Auctions

Author(s): Jakob Weissteiner, Sven Seuken
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 34/02, 2020, Page(s) 2284-2293, ISSN 2374-3468
Publisher: AAAI Press
DOI: 10.1609/aaai.v34i02.5606

Fourier Analysis-based Iterative Combinatorial Auctions

Author(s): Jakob Weissteiner, Chris Wendler, Sven Seuken, Ben Lubin, and Markus Püschel
Published in: The 31st International Joint Conference on Artificial Intelligence, 2022
Publisher: IJCAI

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