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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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Ideas for Improving the Field of Machine Learning: Summarizing Discussion from the NeurIPS 2019 Retrospectives Workshop

Jul 21, 2020
Shagun Sodhani, Mayoore S. Jaiswal, Lauren Baker, Koustuv Sinha, Carl Shneider, Peter Henderson, Joel Lehman, Ryan Lowe

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Evaluating Logical Generalization in Graph Neural Networks

Mar 14, 2020
Koustuv Sinha, Shagun Sodhani, Joelle Pineau, William L. Hamilton

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Invariant Causal Prediction for Block MDPs

Mar 12, 2020
Amy Zhang, Clare Lyle, Shagun Sodhani, Angelos Filos, Marta Kwiatkowska, Joelle Pineau, Yarin Gal, Doina Precup

* 16 pages, 8 figures 

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Recurrent Independent Mechanisms

Sep 26, 2019
Anirudh Goyal, Alex Lamb, Jordan Hoffmann, Shagun Sodhani, Sergey Levine, Yoshua Bengio, Bernhard Schölkopf

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CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text

Sep 04, 2019
Koustuv Sinha, Shagun Sodhani, Jin Dong, Joelle Pineau, William L. Hamilton

* Accepted at EMNLP 2019, 9 page content + Appendix 

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Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives

Jun 25, 2019
Anirudh Goyal, Shagun Sodhani, Jonathan Binas, Xue Bin Peng, Sergey Levine, Yoshua Bengio

* Preprint, Under Review 

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Learning Powerful Policies by Using Consistent Dynamics Model

Jun 11, 2019
Shagun Sodhani, Anirudh Goyal, Tristan Deleu, Yoshua Bengio, Sergey Levine, Jian Tang

* Accpted at RLDM 2019 

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Environments for Lifelong Reinforcement Learning

Dec 06, 2018
Khimya Khetarpal, Shagun Sodhani, Sarath Chandar, Doina Precup

* Accepted at 2nd Continual Learning Workshop, Neural Information Processing Systems (NeurIPS) 2018 

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On Training Recurrent Neural Networks for Lifelong Learning

Nov 16, 2018
Shagun Sodhani, Sarath Chandar, Yoshua Bengio

* Accepted at the Continual Learning Workshop , NIPS 2018 

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Compositional Language Understanding with Text-based Relational Reasoning

Nov 08, 2018
Koustuv Sinha, Shagun Sodhani, William L. Hamilton, Joelle Pineau

* 4 pages of main content, to be presented at Relational Representation Learning Workshop, NIPS 2018, Montreal 

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Improving Search through A3C Reinforcement Learning based Conversational Agent

Aug 19, 2018
Milan Aggarwal, Aarushi Arora, Shagun Sodhani, Balaji Krishnamurthy

* 17 pages, 7 figures 

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Memory Augmented Self-Play

Jun 01, 2018
Shagun Sodhani, Vardaan Pahuja

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Reproducibility Report for "Learning To Count Objects In Natural Images For Visual Question Answering"

May 21, 2018
Shagun Sodhani, Vardaan Pahuja

* Submitted to Reproducibility in ML Workshop, ICML'18 

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Survey of Recent Advances in Visual Question Answering

Sep 24, 2017
Supriya Pandhre, Shagun Sodhani

* 7 pages, 2 tables 

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Stack Exchange Tagger

Dec 13, 2015
Sanket Mehta, Shagun Sodhani

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