Publications

This will be updated soon, but a good overview can already be found at my DBLP page: https://dblp.org/pers/hd/t/Tuyls:Karl

219 entries « 2 of 9 »

2019

Omidshafiei, Shayegan; Papadimitriou, Christos H; Piliouras, Georgios; Tuyls, Karl; Rowland, Mark; Lespiau, Jean-Baptiste; Czarnecki, Wojciech M; Lanctot, Marc; Perolat, Julien; Munos, Remi

(alpha)-Rank: Multi-Agent Evaluation by Evolution Journal Article

CoRR, abs/1903.01373 , 2019.

Links | BibTeX

Lockhart, Edward; Lanctot, Marc; Perolat, Julien; Lespiau, Jean-Baptiste; Morrill, Dustin; Timbers, Finbarr; Tuyls, Karl

Computing Approximate Equilibria in Sequential Adversarial Games by Exploitability Descent Inproceedings

Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, IJCAI 2019, Macao, China, August 10-16, 2019, pp. 464–470, 2019.

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Zambaldi, Vinicius Flores; Raposo, David; Santoro, Adam; Bapst, Victor; Li, Yujia; Babuschkin, Igor; Tuyls, Karl; Reichert, David P; Lillicrap, Timothy P; Lockhart, Edward; Shanahan, Murray; Langston, Victoria; Pascanu, Razvan; Botvinick, Matthew; Vinyals, Oriol; Battaglia, Peter W

Deep reinforcement learning with relational inductive biases Inproceedings

7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6-9, 2019, 2019.

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Letcher, Alistair; Balduzzi, David; Racaniere, Sébastien; Martens, James; Foerster, Jakob N; Tuyls, Karl; Graepel, Thore

Differentiable Game Mechanics Journal Article

J. Mach. Learn. Res., 20 , pp. 84:1–84:40, 2019.

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2018

Claes, Daniel; Tuyls, Karl

Multi robot collision avoidance in a shared workspace Journal Article

Auton. Robots, 42 (8), pp. 1749–1770, 2018.

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í, Richard Kl; Bloembergen, Daan; Savani, Rahul; Tuyls, Karl; Wittig, Alexander; Sapera, Andrei; Izzo, Dario

Space Debris Removal: Learning to Cooperate and the Price of Anarchy Journal Article

Front. Robotics and AI, 2018 , 2018.

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de Bruin, Tim; Kober, Jens; Tuyls, Karl; Babuska, Robert

Experience Selection in Deep Reinforcement Learning for Control Journal Article

J. Mach. Learn. Res., 19 , pp. 9:1–9:56, 2018.

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í, Richard Kl; Tuyls, Karl; Oliehoek, Frans A

Model-Based Reinforcement Learning under Periodical Observability Inproceedings

2018 AAAI Spring Symposia, Stanford University, Palo Alto, California, USA, March 26-28, 2018, 2018.

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Palmer, Gregory; Tuyls, Karl; Bloembergen, Daan; Savani, Rahul

Lenient Multi-Agent Deep Reinforcement Learning Inproceedings

Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems, AAMAS 2018, Stockholm, Sweden, July 10-15, 2018, pp. 443–451, 2018.

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Butterworth, James; Broecker, Bastian; Tuyls, Karl; Paoletti, Paolo

Evolving Coverage Behaviours For MAVs Using NEAT Inproceedings

Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems, AAMAS 2018, Stockholm, Sweden, July 10-15, 2018, pp. 1886–1888, 2018.

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Sunehag, Peter; Lever, Guy; Gruslys, Audrunas; Czarnecki, Wojciech Marian; í, Vin; Jaderberg, Max; Lanctot, Marc; Sonnerat, Nicolas; Leibo, Joel Z; Tuyls, Karl; Graepel, Thore

Value-Decomposition Networks For Cooperative Multi-Agent Learning Based On Team Reward Inproceedings

Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems, AAMAS 2018, Stockholm, Sweden, July 10-15, 2018, pp. 2085–2087, 2018.

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Zhang, Chengwei; Li, Xiaohong; Hao, Jianye; Chen, Siqi; Tuyls, Karl; Feng, Zhiyong

SCC-rFMQ Learning in Cooperative Markov Games with Continuous Actions Inproceedings

Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems, AAMAS 2018, Stockholm, Sweden, July 10-15, 2018, pp. 2162–2164, 2018.

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Cao, Kris; Lazaridou, Angeliki; Lanctot, Marc; Leibo, Joel Z; Tuyls, Karl; Clark, Stephen

Emergent Communication through Negotiation Inproceedings

6th International Conference on Learning Representations, ICLR 2018, Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings, 2018.

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Lazaridou, Angeliki; Hermann, Karl Moritz; Tuyls, Karl; Clark, Stephen

Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input Inproceedings

6th International Conference on Learning Representations, ICLR 2018, Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings, 2018.

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Balduzzi, David; è, Sébastien Racani; Martens, James; Foerster, Jakob N; Tuyls, Karl; Graepel, Thore

The Mechanics of n-Player Differentiable Games Inproceedings

Proceedings of the 35th International Conference on Machine Learning, ICML 2018, Stockholmsmässan, Stockholm, Sweden, July 10-15, 2018, pp. 363–372, 2018.

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Broecker, Bastian; Tuyls, Karl; Butterworth, James

Distance-Based Multi-Robot Coordination on Pocket Drones Inproceedings

2018 IEEE International Conference on Robotics and Automation, ICRA 2018, Brisbane, Australia, May 21-25, 2018, pp. 6389–6394, 2018.

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Schnieders, Benjamin; Tuyls, Karl

Fast Convergence for Object Detection by Learning how to Combine Error Functions Inproceedings

2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2018, Madrid, Spain, October 1-5, 2018, pp. 7329–7335, 2018.

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Balduzzi, David; Tuyls, Karl; é, Julien P; Graepel, Thore

Re-evaluating evaluation Inproceedings

Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, 3-8 December 2018, Montréal, Canada, pp. 3272–3283, 2018.

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Hughes, Edward; Leibo, Joel Z; Phillips, Matthew; Tuyls, Karl; -, Edgar Dué{ñ}ez; ñ, Antonio García Casta; Dunning, Iain; Zhu, Tina; McKee, Kevin R; Koster, Raphael; Roff, Heather; Graepel, Thore

Inequity aversion improves cooperation in intertemporal social dilemmas Inproceedings

Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, 3-8 December 2018, Montréal, Canada, pp. 3330–3340, 2018.

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Srinivasan, Sriram; Lanctot, Marc; í, Vin; é, Julien P; Tuyls, Karl; é, R; Bowling, Michael

Actor-Critic Policy Optimization in Partially Observable Multiagent Environments Inproceedings

Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, 3-8 December 2018, Montréal, Canada, pp. 3426–3439, 2018.

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Balduzzi, David; è, Sébastien Racani; Martens, James; Foerster, Jakob N; Tuyls, Karl; Graepel, Thore

The Mechanics of n-Player Differentiable Games Journal Article

CoRR, abs/1802.05642 , 2018.

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Zhang, Chengwei; Li, Xiaohong; Hao, Jianye; Chen, Siqi; Tuyls, Karl; Xue, Wanli

SA-IGA: A Multiagent Reinforcement Learning Method Towards Socially Optimal Outcomes Journal Article

CoRR, abs/1803.03021 , 2018.

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Tuyls, Karl; é, Julien P; Lanctot, Marc; Leibo, Joel Z; Graepel, Thore

A Generalised Method for Empirical Game Theoretic Analysis Journal Article

CoRR, abs/1803.06376 , 2018.

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Hughes, Edward; Leibo, Joel Z; Philips, Matthew G; Tuyls, Karl; -, Edgar Dué{ñ}ez; ñ, Antonio García Casta; Dunning, Iain; Zhu, Tina; McKee, Kevin R; Koster, Raphael; Roff, Heather; Graepel, Thore

Inequity aversion resolves intertemporal social dilemmas Journal Article

CoRR, abs/1803.08884 , 2018.

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Cao, Kris; Lazaridou, Angeliki; Lanctot, Marc; Leibo, Joel Z; Tuyls, Karl; Clark, Stephen

Emergent Communication through Negotiation Journal Article

CoRR, abs/1804.03980 , 2018.

Links | BibTeX

219 entries « 2 of 9 »

Tutorial material

The combined DeepMind slide decks we used for our ICML 2018 and ACAI 2019 tutorials on multi-agent learning can be downloaded here