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Insights From the NeurIPS 2021 NetHack Challenge


Mar 22, 2022
Eric Hambro, Sharada Mohanty, Dmitrii Babaev, Minwoo Byeon, Dipam Chakraborty, Edward Grefenstette, Minqi Jiang, Daejin Jo, Anssi Kanervisto, Jongmin Kim, Sungwoong Kim, Robert Kirk, Vitaly Kurin, Heinrich K├╝ttler, Taehwon Kwon, Donghoon Lee, Vegard Mella, Nantas Nardelli, Ivan Nazarov, Nikita Ovsov, Jack Parker-Holder, Roberta Raileanu, Karolis Ramanauskas, Tim Rockt├Ąschel, Danielle Rothermel, Mikayel Samvelyan, Dmitry Sorokin, Maciej Sypetkowski, Micha┼é Sypetkowski

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* Under review at PMLR for the NeuRIPS 2021 Competition Workshop Track, 10 pages + 10 in appendices 

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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

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* 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

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* 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

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* 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

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* Published at IJCAI'19 

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