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Consensus Multiplicative Weights Update: Learning to Learn using Projector-based Game Signatures


Jun 04, 2021
Nelson Vadori, Rahul Savani, Thomas Spooner, Sumitra Ganesh


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Difference Rewards Policy Gradients


Dec 21, 2020
Jacopo Castellini, Sam Devlin, Frans A. Oliehoek, Rahul Savani

* This work as been accepted as an Extended Abstract in Proc. of the 20th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2021), U. Endriss, A. Now\'e, F. Dignum, A. Lomuscio (eds.), May 3-7 2021, Online 

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The Complexity of Gradient Descent: CLS = PPAD $\cap$ PLS


Nov 11, 2020
John Fearnley, Paul W. Goldberg, Alexandros Hollender, Rahul Savani


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A deep learning approach to identify unhealthy advertisements in street view images


Jul 09, 2020
Gregory Palmer, Mark Green, Emma Boyland, Yales Stefano Rios Vasconcelos, Rahul Savani, Alex Singleton

* 13 pages, 7 figures, 1 table. Currently being reviewed for Nature Scientific Reports 

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A Natural Actor-Critic Algorithm with Downside Risk Constraints


Jul 08, 2020
Thomas Spooner, Rahul Savani

* 14 pages, 5 figures 

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Robust Market Making via Adversarial Reinforcement Learning


Mar 03, 2020
Thomas Spooner, Rahul Savani

* 7 pages, 3 figures 

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The Automated Inspection of Opaque Liquid Vaccines


Feb 21, 2020
Gregory Palmer, Benjamin Schnieders, Rahul Savani, Karl Tuyls, Joscha-David Fossel, Harry Flore

* 8 pages, 5 Figures, 3 Tables, ECAI 2020 Conference Proceedings 

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Evolving Indoor Navigational Strategies Using Gated Recurrent Units In NEAT


Apr 12, 2019
James Butterworth, Rahul Savani, Karl Tuyls


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Negative Update Intervals in Deep Multi-Agent Reinforcement Learning


Sep 17, 2018
Gregory Palmer, Rahul Savani, Karl Tuyls


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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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Market Making via Reinforcement Learning


Apr 11, 2018
Thomas Spooner, John Fearnley, Rahul Savani, Andreas Koukorinis

* 10 pages, 5 figures, AAMAS2018 Conference Proceedings 

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Lenient Multi-Agent Deep Reinforcement Learning


Feb 27, 2018
Gregory Palmer, Karl Tuyls, Daan Bloembergen, Rahul Savani

* 9 pages, 6 figures, AAMAS2018 Conference Proceedings 

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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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