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Prioritized Level Replay

Oct 08, 2020
Minqi Jiang, Ed Grefenstette, Tim Rocktäschel


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My Body is a Cage: the Role of Morphology in Graph-Based Incompatible Control

Oct 05, 2020
Vitaly Kurin, Maximilian Igl, Tim Rocktäschel, Wendelin Boehmer, Shimon Whiteson


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How to Motivate Your Dragon: Teaching Goal-Driven Agents to Speak and Act in Fantasy Worlds

Oct 01, 2020
Prithviraj Ammanabrolu, Jack Urbanek, Margaret Li, Arthur Szlam, Tim Rocktäschel, Jason Weston


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KILT: a Benchmark for Knowledge Intensive Language Tasks

Sep 04, 2020
Fabio Petroni, Aleksandra Piktus, Angela Fan, Patrick Lewis, Majid Yazdani, Nicola De Cao, James Thorne, Yacine Jernite, Vassilis Plachouras, Tim Rocktäschel, Sebastian Riedel


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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 Rocktäschel


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Learning Reasoning Strategies in End-to-End Differentiable Proving

Jul 14, 2020
Pasquale Minervini, Sebastian Riedel, Pontus Stenetorp, Edward Grefenstette, Tim Rocktäschel

* Proceedings of the 37th International Conference on Machine Learning (ICML 2020) 

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The NetHack Learning Environment

Jun 24, 2020
Heinrich Küttler, Nantas Nardelli, Alexander H. Miller, Roberta Raileanu, Marco Selvatici, Edward Grefenstette, Tim Rocktäschel

* 27 pages 

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Learning with AMIGo: Adversarially Motivated Intrinsic Goals

Jun 22, 2020
Andres Campero, Roberta Raileanu, Heinrich Küttler, Joshua B. Tenenbaum, Tim Rocktäschel, Edward Grefenstette

* 17 pages, 5 figures 

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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

May 22, 2020
Patrick Lewis, Ethan Perez, Aleksandara Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, Sebastian Riedel, Douwe Kiela


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How Context Affects Language Models' Factual Predictions

May 10, 2020
Fabio Petroni, Patrick Lewis, Aleksandra Piktus, Tim Rocktäschel, Yuxiang Wu, Alexander H. Miller, Sebastian Riedel

* accepted at AKBC 2020 

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There is Strength in Numbers: Avoiding the Hypothesis-Only Bias in Natural Language Inference via Ensemble Adversarial Training

Apr 27, 2020
Joe Stacey, Pasquale Minervini, Haim Dubossarsky, Sebastian Riedel, Tim Rocktäschel

* 8 pages 

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RIDE: Rewarding Impact-Driven Exploration for Procedurally-Generated Environments

Feb 29, 2020
Roberta Raileanu, Tim Rocktäschel


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Differentiable Reasoning on Large Knowledge Bases and Natural Language

Dec 17, 2019
Pasquale Minervini, Matko Bošnjak, Tim Rocktäschel, Sebastian Riedel, Edward Grefenstette

* Accepted at the 34th AAAI Conference on Artificial Intelligence (AAAI-20) 

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How Decoding Strategies Affect the Verifiability of Generated Text

Nov 09, 2019
Luca Massarelli, Fabio Petroni, Aleksandra Piktus, Myle Ott, Tim Rocktäschel, Vassilis Plachouras, Fabrizio Silvestri, Sebastian Riedel


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

Oct 30, 2019
Viswanath Sivakumar, Tim Rocktäschel, Alexander H. Miller, Heinrich Küttler, Nantas Nardelli, Mike Rabbat, Joelle Pineau, Sebastian Riedel

* Workshop on ML for Systems at NeurIPS 2019 

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RTFM: Generalising to Novel Environment Dynamics via Reading

Oct 18, 2019
Victor Zhong, Tim Rocktäschel, Edward Grefenstette

* 17 pages, 13 figures 

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TorchBeast: A PyTorch Platform for Distributed RL

Oct 08, 2019
Heinrich Küttler, Nantas Nardelli, Thibaut Lavril, Marco Selvatici, Viswanath Sivakumar, Tim Rocktäschel, Edward Grefenstette


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Language Models as Knowledge Bases?

Sep 04, 2019
Fabio Petroni, Tim Rocktäschel, Patrick Lewis, Anton Bakhtin, Yuxiang Wu, Alexander H. Miller, Sebastian Riedel

* accepted at EMNLP 2019 

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NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language

Jun 14, 2019
Leon Weber, Pasquale Minervini, Jannes Münchmeyer, Ulf Leser, Tim Rocktäschel

* ACL 2019 

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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 Rocktäschel

* Published at IJCAI'19 

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Learning to Speak and Act in a Fantasy Text Adventure Game

Mar 07, 2019
Jack Urbanek, Angela Fan, Siddharth Karamcheti, Saachi Jain, Samuel Humeau, Emily Dinan, Tim Rocktäschel, Douwe Kiela, Arthur Szlam, Jason Weston


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e-SNLI: Natural Language Inference with Natural Language Explanations

Dec 06, 2018
Oana-Maria Camburu, Tim Rocktäschel, Thomas Lukasiewicz, Phil Blunsom

* NeurIPS 2018 

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Stable Opponent Shaping in Differentiable Games

Nov 20, 2018
Alistair Letcher, Jakob Foerster, David Balduzzi, Tim Rocktäschel, Shimon Whiteson

* 20 pages, 7 figures 

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DiCE: The Infinitely Differentiable Monte-Carlo Estimator

Sep 19, 2018
Jakob Foerster, Gregory Farquhar, Maruan Al-Shedivat, Tim Rocktäschel, Eric P. Xing, Shimon Whiteson


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