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Multi-scale Transformer Language Models

May 01, 2020
Sandeep Subramanian, Ronan Collobert, Marc'Aurelio Ranzato, Y-Lan Boureau


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On Extractive and Abstractive Neural Document Summarization with Transformer Language Models

Sep 07, 2019
Sandeep Subramanian, Raymond Li, Jonathan Pilault, Christopher Pal


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Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study

Jun 04, 2019
Chinnadhurai Sankar, Sandeep Subramanian, Christopher Pal, Sarath Chandar, Yoshua Bengio

* To appear at ACL 2019 

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State-Reification Networks: Improving Generalization by Modeling the Distribution of Hidden Representations

May 26, 2019
Alex Lamb, Jonathan Binas, Anirudh Goyal, Sandeep Subramanian, Ioannis Mitliagkas, Denis Kazakov, Yoshua Bengio, Michael C. Mozer

* ICML 2019 [full oral]. arXiv admin note: text overlap with arXiv:1805.08394 

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Multiple-Attribute Text Style Transfer

Nov 01, 2018
Sandeep Subramanian, Guillaume Lample, Eric Michael Smith, Ludovic Denoyer, Marc'Aurelio Ranzato, Y-Lan Boureau


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A Framework towards Domain Specific Video Summarization

Sep 24, 2018
Vishal Kaushal, Rishabh Iyer, Suraj Kothawade, Sandeep Subramanian, Ganesh Ramakrishnan


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Neural Models for Key Phrase Detection and Question Generation

May 30, 2018
Sandeep Subramanian, Tong Wang, Xingdi Yuan, Saizheng Zhang, Yoshua Bengio, Adam Trischler

* Machine Reading for Question Answering workshop at ACL 2018 

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Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations

Apr 07, 2018
Alex Lamb, Jonathan Binas, Anirudh Goyal, Dmitriy Serdyuk, Sandeep Subramanian, Ioannis Mitliagkas, Yoshua Bengio

* Under Review ICML 2018 

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Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning

Mar 30, 2018
Sandeep Subramanian, Adam Trischler, Yoshua Bengio, Christopher J Pal

* Accepted at ICLR 2018 

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Deep Complex Networks

Feb 25, 2018
Chiheb Trabelsi, Olexa Bilaniuk, Ying Zhang, Dmitriy Serdyuk, Sandeep Subramanian, João Felipe Santos, Soroush Mehri, Negar Rostamzadeh, Yoshua Bengio, Christopher J Pal


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A Deep Reinforcement Learning Chatbot (Short Version)

Jan 20, 2018
Iulian V. Serban, Chinnadhurai Sankar, Mathieu Germain, Saizheng Zhang, Zhouhan Lin, Sandeep Subramanian, Taesup Kim, Michael Pieper, Sarath Chandar, Nan Rosemary Ke, Sai Rajeswar, Alexandre de Brebisson, Jose M. R. Sotelo, Dendi Suhubdy, Vincent Michalski, Alexandre Nguyen, Joelle Pineau, Yoshua Bengio

* 9 pages, 1 figure, 2 tables; presented at NIPS 2017, Conversational AI: "Today's Practice and Tomorrow's Potential" Workshop 

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A Deep Reinforcement Learning Chatbot

Nov 05, 2017
Iulian V. Serban, Chinnadhurai Sankar, Mathieu Germain, Saizheng Zhang, Zhouhan Lin, Sandeep Subramanian, Taesup Kim, Michael Pieper, Sarath Chandar, Nan Rosemary Ke, Sai Rajeshwar, Alexandre de Brebisson, Jose M. R. Sotelo, Dendi Suhubdy, Vincent Michalski, Alexandre Nguyen, Joelle Pineau, Yoshua Bengio

* 40 pages, 9 figures, 11 tables 

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Adversarial Generation of Natural Language

May 31, 2017
Sai Rajeswar, Sandeep Subramanian, Francis Dutil, Christopher Pal, Aaron Courville

* 11 pages, 3 figures, 5 tables 

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Machine Comprehension by Text-to-Text Neural Question Generation

May 15, 2017
Xingdi Yuan, Tong Wang, Caglar Gulcehre, Alessandro Sordoni, Philip Bachman, Sandeep Subramanian, Saizheng Zhang, Adam Trischler


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Neural Architectures for Named Entity Recognition

Apr 07, 2016
Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, Chris Dyer

* Proceedings of NAACL 2016 

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