Shagun Sodhani

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 49

Top Topics

Inductive Reasoning

Reinforcement Learning

Recurrent Neural Networks

Conversational Agent

Top Venues

Publications

Martin Klissarov, Pierluca D'Oro, Shagun Sodhani, Roberta Raileanu, Pierre-Luc Bacon, Pascal Vincent, Amy Zhang, Mikael Henaff
Motif: Intrinsic Motivation from Artificial Intelligence Feedback. ICLR (2024)
Prajjwal Bhargava, Rohan Chitnis, Alborz Geramifard, Shagun Sodhani, Amy Zhang
When should we prefer Decision Transformers for Offline Reinforcement Learning? ICLR (2024)
Albert Bou, Matteo Bettini, Sebastian Dittert, Vikash Kumar, Shagun Sodhani, Xiaomeng Yang, Gianni De Fabritiis, Vincent Moens
TorchRL: A data-driven decision-making library for PyTorch. ICLR (2024)
Gabriele Prato, Jerry Huang, Prasanna Parthasarathi, Shagun Sodhani, Sarath Chandar
EpiK-Eval: Evaluation for Language Models as Epistemic Models. EMNLP (2023)
Martin Klissarov, Pierluca D'Oro, Shagun Sodhani, Roberta Raileanu, Pierre-Luc Bacon, Pascal Vincent, Amy Zhang, Mikael Henaff
Motif: Intrinsic Motivation from Artificial Intelligence Feedback. CoRR (2023)
Shagun Sodhani, Sergey Levine, Amy Zhang
Improving Generalization with Approximate Factored Value Functions. Trans. Mach. Learn. Res. 2023 (2023)
Albert Bou, Matteo Bettini, Sebastian Dittert, Vikash Kumar, Shagun Sodhani, Xiaomeng Yang, Gianni De Fabritiis, Vincent Moens
TorchRL: A data-driven decision-making library for PyTorch. CoRR (2023)
Yecheng Jason Ma, Shagun Sodhani, Dinesh Jayaraman, Osbert Bastani, Vikash Kumar, Amy Zhang
VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training. ICLR (2023)
Gabriele Prato, Jerry Huang, Prasanna Parthasarathi, Shagun Sodhani, Sarath Chandar
EpiK-Eval: Evaluation for Language Models as Epistemic Models. CoRR (2023)
Prajjwal Bhargava, Rohan Chitnis, Alborz Geramifard, Shagun Sodhani, Amy Zhang
Sequence Modeling is a Robust Contender for Offline Reinforcement Learning. CoRR (2023)
Andrew M. Saxe, Shagun Sodhani, Sam Jay Lewallen
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks. CoRR (2022)
Annie Xie, Shagun Sodhani, Chelsea Finn, Joelle Pineau, Amy Zhang
Robust Policy Learning over Multiple Uncertainty Sets. CoRR (2022)
Annie Xie, Shagun Sodhani, Chelsea Finn, Joelle Pineau, Amy Zhang
Robust Policy Learning over Multiple Uncertainty Sets. ICML (2022)
Shagun Sodhani, Franziska Meier, Joelle Pineau, Amy Zhang
Block Contextual MDPs for Continual Learning. L4DC (2022)
Andrew M. Saxe, Shagun Sodhani, Sam Jay Lewallen
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks. ICML (2022)
Shagun Sodhani, Mojtaba Faramarzi, Sanket Vaibhav Mehta, Pranshu Malviya, Mohamed Abdelsalam, Janarthanan Rajendran, Sarath Chandar
An Introduction to Lifelong Supervised Learning. CoRR (2022)
Yecheng Jason Ma, Shagun Sodhani, Dinesh Jayaraman, Osbert Bastani, Vikash Kumar, Amy Zhang
VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training. CoRR (2022)
Shagun Sodhani, Franziska Meier, Joelle Pineau, Amy Zhang
Block Contextual MDPs for Continual Learning. CoRR (2021)
Amy Zhang, Shagun Sodhani, Khimya Khetarpal, Joelle Pineau
Learning Robust State Abstractions for Hidden-Parameter Block MDPs. ICLR (2021)
Shagun Sodhani, Amy Zhang, Joelle Pineau
Multi-Task Reinforcement Learning with Context-based Representations. CoRR (2021)
Mohamed Abdelsalam, Mojtaba Faramarzi, Shagun Sodhani, Sarath Chandar
IIRC: Incremental Implicitly-Refined Classification. CVPR (2021)
Shagun Sodhani, Amy Zhang, Joelle Pineau
Multi-Task Reinforcement Learning with Context-based Representations. ICML (2021)
Anirudh Goyal, Alex Lamb, Jordan Hoffmann, Shagun Sodhani, Sergey Levine, Yoshua Bengio, Bernhard Schölkopf
Recurrent Independent Mechanisms. ICLR (2021)
Shagun Sodhani, Mayoore S. Jaiswal, Lauren Baker, Koustuv Sinha, Carl Shneider, Peter Henderson, Joel Lehman, Ryan Lowe
Ideas for Improving the Field of Machine Learning: Summarizing Discussion from the NeurIPS 2019 Retrospectives Workshop. CoRR (2020)
Mohamed Abdelsalam, Mojtaba Faramarzi, Shagun Sodhani, Sarath Chandar
IIRC: Incremental Implicitly-Refined Classification. CoRR (2020)
Miles Brundage, Shahar Avin, Jasmine Wang, Haydn Belfield, Gretchen Krueger, Gillian K. Hadfield, Heidy Khlaaf, Jingying Yang, Helen Toner, Ruth Fong, Tegan Maharaj, Pang Wei Koh, Sara Hooker, Jade Leung, Andrew Trask, Emma Bluemke, Jonathan Lebensold, Cullen O'Keefe, Mark Koren, Théo Ryffel, J. B. Rubinovitz, Tamay Besiroglu, Federica Carugati, Jack Clark, Peter Eckersley, Sarah de Haas, Maritza Johnson, Ben Laurie, Alex Ingerman, Igor Krawczuk, Amanda Askell, Rosario Cammarota, Andrew Lohn, David Krueger, Charlotte Stix, Peter Henderson, Logan Graham, Carina Prunkl, Bianca Martin, Elizabeth Seger, Noa Zilberman, Seán Ó hÉigeartaigh, Frens Kroeger, Girish Sastry, Rebecca Kagan, Adrian Weller, Brian Tse, Elizabeth Barnes, Allan Dafoe, Paul Scharre, Ariel Herbert-Voss, Martijn Rasser, Shagun Sodhani, Carrick Flynn, Thomas Krendl Gilbert, Lisa Dyer, Saif Khan, Yoshua Bengio, Markus Anderljung
Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims. CoRR (2020)
Amy Zhang, Shagun Sodhani, Khimya Khetarpal, Joelle Pineau
Multi-Task Reinforcement Learning as a Hidden-Parameter Block MDP. CoRR (2020)
Anirudh Goyal, Shagun Sodhani, Jonathan Binas, Xue Bin Peng, Sergey Levine, Yoshua Bengio
Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives. ICLR (2020)
Amy Zhang, Clare Lyle, Shagun Sodhani, Angelos Filos, Marta Kwiatkowska, Joelle Pineau, Yarin Gal, Doina Precup
Invariant Causal Prediction for Block MDPs. CoRR (2020)
Koustuv Sinha, Shagun Sodhani, Joelle Pineau, William L. Hamilton
Evaluating Logical Generalization in Graph Neural Networks. CoRR (2020)
Shagun Sodhani, Olivier Delalleau, Mahmoud Assran, Koustuv Sinha, Nicolas Ballas, Michael G. Rabbat
A Closer Look at Codistillation for Distributed Training. CoRR (2020)
Shagun Sodhani, Sarath Chandar, Yoshua Bengio
Toward Training Recurrent Neural Networks for Lifelong Learning. Neural Comput. 32 (1) (2020)
Amy Zhang, Clare Lyle, Shagun Sodhani, Angelos Filos, Marta Kwiatkowska, Joelle Pineau, Yarin Gal, Doina Precup
Invariant Causal Prediction for Block MDPs. ICML (2020)
Shagun Sodhani, Meng Qu, Jian Tang
Attending Over Triads for Learning Signed Network Embedding. Frontiers Big Data 2 (2019)
Koustuv Sinha, Shagun Sodhani, Jin Dong, Joelle Pineau, William L. Hamilton
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text. CoRR (2019)
Koustuv Sinha, Shagun Sodhani, Jin Dong, Joelle Pineau, William L. Hamilton
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text. EMNLP/IJCNLP (1) (2019)
Shagun Sodhani, Anirudh Goyal, Tristan Deleu, Yoshua Bengio, Sergey Levine, Jian Tang
Learning Powerful Policies by Using Consistent Dynamics Model. CoRR (2019)
Anirudh Goyal, Shagun Sodhani, Jonathan Binas, Xue Bin Peng, Sergey Levine, Yoshua Bengio
Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives. CoRR (2019)
Anirudh Goyal, Alex Lamb, Jordan Hoffmann, Shagun Sodhani, Sergey Levine, Yoshua Bengio, Bernhard Schölkopf
Recurrent Independent Mechanisms. CoRR (2019)
Shagun Sodhani, Vardaan Pahuja
Reproducibility Report for "Learning To Count Objects In Natural Images For Visual Question Answering". CoRR (2018)
Swati Gupta, Shagun Sodhani, Dhaval Patel, Biplab Banerjee
News Category Network based Approach for News Source Recommendations. ICACCI (2018)
Khimya Khetarpal, Shagun Sodhani, Sarath Chandar, Doina Precup
Environments for Lifelong Reinforcement Learning. CoRR (2018)
Sanket Vaibhav Mehta, Shagun Sodhani, Dhaval Patel
Spatial Co-location Pattern Mining - A new perspective using Graph Database. CoRR (2018)
Milan Aggarwal, Aarushi Arora, Shagun Sodhani, Balaji Krishnamurthy
Improving Search Through A3C Reinforcement Learning Based Conversational Agent. ICCS (2) (2018)
Shagun Sodhani, Sarath Chandar, Yoshua Bengio
On Training Recurrent Neural Networks for Lifelong Learning. CoRR (2018)
Koustuv Sinha, Shagun Sodhani, William L. Hamilton, Joelle Pineau
Compositional Language Understanding with Text-based Relational Reasoning. CoRR (2018)
Shagun Sodhani, Vardaan Pahuja
Memory Augmented Self-Play. CoRR (2018)
Supriya Pandhre, Shagun Sodhani
Survey of Recent Advances in Visual Question Answering. CoRR (2017)
Milan Aggarwal, Aarushi Arora, Shagun Sodhani, Balaji Krishnamurthy
Reinforcement Learning Based Conversational Search Assistant. CoRR (2017)
Sanket Vaibhav Mehta, Shagun Sodhani
Stack Exchange Tagger. CoRR (2015)