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Learning to Navigate Wikipedia by Taking Random Walks


Oct 31, 2022
Manzil Zaheer, Kenneth Marino, Will Grathwohl, John Schultz, Wendy Shang, Sheila Babayan, Arun Ahuja, Ishita Dasgupta, Christine Kaeser-Chen, Rob Fergus

* NeurIPS 2022 

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Teacher Guided Training: An Efficient Framework for Knowledge Transfer


Aug 14, 2022
Manzil Zaheer, Ankit Singh Rawat, Seungyeon Kim, Chong You, Himanshu Jain, Andreas Veit, Rob Fergus, Sanjiv Kumar


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Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning


Jul 20, 2021
Denis Yarats, Rob Fergus, Alessandro Lazaric, Lerrel Pinto


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Imitation by Predicting Observations


Jul 08, 2021
Andrew Jaegle, Yury Sulsky, Arun Ahuja, Jake Bruce, Rob Fergus, Greg Wayne

* ICML 2021 

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Offline Reinforcement Learning with Fisher Divergence Critic Regularization


Mar 14, 2021
Ilya Kostrikov, Jonathan Tompson, Rob Fergus, Ofir Nachum


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Reinforcement Learning with Prototypical Representations


Feb 22, 2021
Denis Yarats, Rob Fergus, Alessandro Lazaric, Lerrel Pinto


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Decoupling Value and Policy for Generalization in Reinforcement Learning


Feb 20, 2021
Roberta Raileanu, Rob Fergus


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Fast Adaptation via Policy-Dynamics Value Functions


Jul 06, 2020
Roberta Raileanu, Max Goldstein, Arthur Szlam, Rob Fergus


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Empirically Verifying Hypotheses Using Reinforcement Learning


Jun 29, 2020
Kenneth Marino, Rob Fergus, Arthur Szlam, Abhinav Gupta


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Automatic Data Augmentation for Generalization in Deep Reinforcement Learning


Jun 23, 2020
Roberta Raileanu, Max Goldstein, Denis Yarats, Ilya Kostrikov, Rob Fergus


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