2023

• Integrating Advanced Machine Learning Methods into Market Mechanisms
  Jakob Weissteiner
  Doctoral thesis
  University of Zurich, Department of Informatics
  [pdf]

• Bayesian Optimization-based Combinatorial Assignment
  Jakob Weissteiner*, Jakob Heiss*, Julien Siems* and Sven Seuken.
  In Proceedings of the Thirty-seventh AAAI Conference on Artificial Intelligence AAAI'23,
  Washington, D.C., USA, February 2023 (forthcoming).
  Full paper version including appendix: [pdf on arXiv] [code]

2022

• NOMU: Neural Optimization-based Model Uncertainty
  Jakob Weissteiner*, Hanna Wutte*, Jakob Heiss*, Sven Seuken, and Josef Teichmann.
  In Proceedings of the Thirty-ninth International Conference on Machine Learning ICML'22,
  Baltimore, USA, July 2022.
  Full paper version including appendix: [pdf on arXiv] [code]

• Monotone-Value Neural Networks: Exploiting Preference Monotonicity in Combinatorial Assignment
  Jakob Weissteiner*, Jakob Heiss*, Julien Siems* and Sven Seuken.
  In Proceedings of the Thirty-first International joint Conference on Artificial Intelligence IJCAI'22,
  Vienna, AUT, July 2022.
  Full paper version including appendix: [pdf on arXiv] [code]

• Fourier Analysis-based Iterative Combinatorial Auctions
  Jakob Weissteiner*, Chris Wendler*, Sven Seuken, Ben Lubin, and Markus Püschel.
  In Proceedings of the Thirty-first International joint Conference on Artificial Intelligence IJCAI'22,
  Vienna, AUT, July 2022.
  Full paper version including appendix:  [pdf on arXiv] [code]

2020

• Deep Learning-powered Iterative Combinatorial Auctions
  Jakob Weissteiner and Sven Seuken.
  In Proceedings of the Thirty-fourth AAAI Conference on Artificial Intelligence AAAI'20,
  New York, USA, February 2020.
  Full paper version including appendix: [pdf on arXiv] [code]

*These authors contributed equally.

2023

• Machine Learning-powered Combinatorial Clock Auction
  Ermis Soumalias*, Jakob Weissteiner*, Jakob Heiss, and Sven Seuken.
  Full paper version including appendix: [pdf on arXiv] [code]

• Machine Learning-powered Course Allocation
  Ermis Soumalias*, Behnoosh Zamanlooy*, Jakob Weissteiner, and Sven Seuken.
  Full paper version including appendix: [pdf on arXiv]

*These authors contributed equally.