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Machine Learning-based Market Design

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

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 (opens in new window)

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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