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Reinforcement Learning of Implicit and Explicit Control Flow in Instructions


Feb 25, 2021
Ethan A. Brooks, Janarthanan Rajendran, Richard L. Lewis, Satinder Singh


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Quantifying the Effects of COVID-19 on Mental Health Support Forums


Sep 08, 2020
Laura Biester, Katie Matton, Janarthanan Rajendran, Emily Mower Provost, Rada Mihalcea


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Meta-Learning Requires Meta-Augmentation


Jul 10, 2020
Janarthanan Rajendran, Alex Irpan, Eric Jang

* 14 pages, 8 figures. Code at https://github.com/google-research/google-research/tree/master/maml_nonexclusive 

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How Should an Agent Practice?


Dec 15, 2019
Janarthanan Rajendran, Richard Lewis, Vivek Veeriah, Honglak Lee, Satinder Singh

* AAAI-2020 

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Discovery of Useful Questions as Auxiliary Tasks


Sep 10, 2019
Vivek Veeriah, Matteo Hessel, Zhongwen Xu, Richard Lewis, Janarthanan Rajendran, Junhyuk Oh, Hado van Hasselt, David Silver, Satinder Singh


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Learning End-to-End Goal-Oriented Dialog with Maximal User Task Success and Minimal Human Agent Use


Jul 17, 2019
Janarthanan Rajendran, Jatin Ganhotra, Lazaros Polymenakos

* Transactions of the Association for Computational Linguistics 2019 Vol. 7, 375-386 
* Author final version of article accepted for publication in TACL - https://www.mitpressjournals.org/doi/full/10.1162/tacl_a_00274 and oral presentation at ACL 2019 

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Learning End-to-End Goal-Oriented Dialog with Multiple Answers


Aug 24, 2018
Janarthanan Rajendran, Jatin Ganhotra, Satinder Singh, Lazaros Polymenakos

* EMNLP 2018. permuted-bAbI dialog tasks are available at - https://github.com/IBM/permuted-bAbI-dialog-tasks 

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Named Entities troubling your Neural Methods? Build NE-Table: A neural approach for handling Named Entities


Apr 22, 2018
Janarthanan Rajendran, Jatin Ganhotra, Xiaoxiao Guo, Mo Yu, Satinder Singh


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Attend, Adapt and Transfer: Attentive Deep Architecture for Adaptive Transfer from multiple sources in the same domain


Apr 18, 2017
Janarthanan Rajendran, Aravind S. Lakshminarayanan, Mitesh M. Khapra, P Prasanna, Balaraman Ravindran

* Published as a conference paper at ICLR 2017 

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Bridge Correlational Neural Networks for Multilingual Multimodal Representation Learning


Jul 01, 2016
Janarthanan Rajendran, Mitesh M. Khapra, Sarath Chandar, Balaraman Ravindran

* Published at NAACL-HLT 2016 

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A Correlational Encoder Decoder Architecture for Pivot Based Sequence Generation


Jun 15, 2016
Amrita Saha, Mitesh M. Khapra, Sarath Chandar, Janarthanan Rajendran, Kyunghyun Cho

* 10 pages 

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