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The Neural Race Reduction: Dynamics of Abstraction in Gated Networks


Jul 21, 2022
Andrew M. Saxe, Shagun Sodhani, Sam Lewallen

* ICML 2022; 23 pages; 10 figures 

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An Introduction to Lifelong Supervised Learning


Jul 12, 2022
Shagun Sodhani, Mojtaba Faramarzi, Sanket Vaibhav Mehta, Pranshu Malviya, Mohamed Abdelsalam, Janarthanan Janarthanan, Sarath Chandar

* Lifelong Learning Primer 

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Robust Policy Learning over Multiple Uncertainty Sets


Mar 04, 2022
Annie Xie, Shagun Sodhani, Chelsea Finn, Joelle Pineau, Amy Zhang

* Project webpage at https://sites.google.com/view/sirsa-public/home 

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Block Contextual MDPs for Continual Learning


Oct 13, 2021
Shagun Sodhani, Franziska Meier, Joelle Pineau, Amy Zhang

* 26pages, Under Review 

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Multi-Task Reinforcement Learning with Context-based Representations


Feb 11, 2021
Shagun Sodhani, Amy Zhang, Joelle Pineau

* Under Review 

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IIRC: Incremental Implicitly-Refined Classification


Jan 11, 2021
Mohamed Abdelsalam, Mojtaba Faramarzi, Shagun Sodhani, Sarath Chandar


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A Closer Look at Codistillation for Distributed Training


Oct 06, 2020
Shagun Sodhani, Olivier Delalleau, Mahmoud Assran, Koustuv Sinha, Nicolas Ballas, Michael Rabbat

* Under review 

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Multi-Task Reinforcement Learning as a Hidden-Parameter Block MDP


Jul 28, 2020
Amy Zhang, Shagun Sodhani, Khimya Khetarpal, Joelle Pineau

* Accepted at the ICML 2020 Workshop on Theoretical Foundations of Reinforcement Learning. 21 pages, 12 figures 

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