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MDP Homomorphic Networks: Group Symmetries in Reinforcement Learning

Jun 30, 2020
Elise van der Pol, Daniel E. Worrall, Herke van Hoof, Frans A. Oliehoek, Max Welling

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Plannable Approximations to MDP Homomorphisms: Equivariance under Actions

Feb 27, 2020
Elise van der Pol, Thomas Kipf, Frans A. Oliehoek, Max Welling

* To appear in Proceedings of the International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2020) 

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Contrastive Learning of Structured World Models

Jan 05, 2020
Thomas Kipf, Elise van der Pol, Max Welling

* ICLR 2020 

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Visual Rationalizations in Deep Reinforcement Learning for Atari Games

Feb 01, 2019
Laurens Weitkamp, Elise van der Pol, Zeynep Akata

* presented as oral talk at BNAIC 2018 

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Hyperspherical Prototype Networks

Jan 29, 2019
Pascal Mettes, Elise van der Pol, Cees G. M. Snoek

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Beyond Local Nash Equilibria for Adversarial Networks

Jul 26, 2018
Frans A. Oliehoek, Rahul Savani, Jose Gallego, Elise van der Pol, Roderich Groß

* Supersedes arXiv:1712.00679; v2 includes Fictitious GAN in the related work and refers to Danskin (1981) 

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GANGs: Generative Adversarial Network Games

Dec 17, 2017
Frans A. Oliehoek, Rahul Savani, Jose Gallego-Posada, Elise van der Pol, Edwin D. de Jong, Roderich Gross

* 9 pages, 5 figures 

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