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WordCraft: An Environment for Benchmarking Commonsense Agents

Jul 17, 2020
Minqi Jiang, Jelena Luketina, Nantas Nardelli, Pasquale Minervini, Philip H. S. Torr, Shimon Whiteson, Tim Rockt├Ąschel

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The NetHack Learning Environment

Jun 24, 2020
Heinrich K├╝ttler, Nantas Nardelli, Alexander H. Miller, Roberta Raileanu, Marco Selvatici, Edward Grefenstette, Tim Rockt├Ąschel

* 27 pages 

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Simulation-Based Inference for Global Health Decisions

May 14, 2020
Christian Schroeder de Witt, Bradley Gram-Hansen, Nantas Nardelli, Andrew Gambardella, Rob Zinkov, Puneet Dokania, N. Siddharth, Ana Belen Espinosa-Gonzalez, Ara Darzi, Philip Torr, At─▒l─▒m G├╝ne┼č Baydin

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Lessons from reinforcement learning for biological representations of space

Dec 13, 2019
Alex Muryy, N. Siddharth, Nantas Nardelli, Andrew Glennerster, Philip H. S. Torr

* 33 pages including Appendix, 5 figures plus 3 figures in Appendix 

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MVFST-RL: An Asynchronous RL Framework for Congestion Control with Delayed Actions

Oct 30, 2019
Viswanath Sivakumar, Tim Rockt├Ąschel, Alexander H. Miller, Heinrich K├╝ttler, Nantas Nardelli, Mike Rabbat, Joelle Pineau, Sebastian Riedel

* Workshop on ML for Systems at NeurIPS 2019 

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TorchBeast: A PyTorch Platform for Distributed RL

Oct 08, 2019
Heinrich K├╝ttler, Nantas Nardelli, Thibaut Lavril, Marco Selvatici, Viswanath Sivakumar, Tim Rockt├Ąschel, Edward Grefenstette

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A Survey of Reinforcement Learning Informed by Natural Language

Jun 10, 2019
Jelena Luketina, Nantas Nardelli, Gregory Farquhar, Jakob Foerster, Jacob Andreas, Edward Grefenstette, Shimon Whiteson, Tim Rockt├Ąschel

* Published at IJCAI'19 

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Multitask Soft Option Learning

Apr 01, 2019
Maximilian Igl, Andrew Gambardella, Nantas Nardelli, N. Siddharth, Wendelin B├Âhmer, Shimon Whiteson

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The StarCraft Multi-Agent Challenge

Feb 26, 2019
Mikayel Samvelyan, Tabish Rashid, Christian Schroeder de Witt, Gregory Farquhar, Nantas Nardelli, Tim G. J. Rudner, Chia-Man Hung, Philip H. S. Torr, Jakob Foerster, Shimon Whiteson

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Value Propagation Networks

May 28, 2018
Nantas Nardelli, Gabriel Synnaeve, Zeming Lin, Pushmeet Kohli, Philip H. S. Torr, Nicolas Usunier

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Stabilising Experience Replay for Deep Multi-Agent Reinforcement Learning

May 21, 2018
Jakob Foerster, Nantas Nardelli, Gregory Farquhar, Triantafyllos Afouras, Philip H. S. Torr, Pushmeet Kohli, Shimon Whiteson

* Camera-ready version, International Conference of Machine Learning 2017; updated to fix print-breaking image 

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Counterfactual Multi-Agent Policy Gradients

Dec 14, 2017
Jakob Foerster, Gregory Farquhar, Triantafyllos Afouras, Nantas Nardelli, Shimon Whiteson

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Playing Doom with SLAM-Augmented Deep Reinforcement Learning

Dec 01, 2016
Shehroze Bhatti, Alban Desmaison, Ondrej Miksik, Nantas Nardelli, N. Siddharth, Philip H. S. Torr

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TorchCraft: a Library for Machine Learning Research on Real-Time Strategy Games

Nov 03, 2016
Gabriel Synnaeve, Nantas Nardelli, Alex Auvolat, Soumith Chintala, Timoth├ęe Lacroix, Zeming Lin, Florian Richoux, Nicolas Usunier

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