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Continuous Coordination As a Realistic Scenario for Lifelong Learning


Mar 04, 2021
Hadi Nekoei, Akilesh Badrinaaraayanan, Aaron Courville, Sarath Chandar


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IIRC: Incremental Implicitly-Refined Classification


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


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Maximum Reward Formulation In Reinforcement Learning


Oct 08, 2020
Sai Krishna Gottipati, Yashaswi Pathak, Rohan Nuttall, Sahir, Raviteja Chunduru, Ahmed Touati, Sriram Ganapathi Subramanian, Matthew E. Taylor, Sarath Chandar

* 13 pages, 5 figures 

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MLMLM: Link Prediction with Mean Likelihood Masked Language Model


Sep 15, 2020
Louis Clouatre, Philippe Trempe, Amal Zouaq, Sarath Chandar


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How To Evaluate Your Dialogue System: Probe Tasks as an Alternative for Token-level Evaluation Metrics


Aug 24, 2020
Prasanna Parthasarathi, Joelle Pineau, Sarath Chandar


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Slot Contrastive Networks: A Contrastive Approach for Representing Objects


Jul 18, 2020
Evan Racah, Sarath Chandar

* Presented at ICML 2020 Workshop: Object-Oriented Learning (OOL): Perception, Representation, and Reasoning 

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The LoCA Regret: A Consistent Metric to Evaluate Model-Based Behavior in Reinforcement Learning


Jul 07, 2020
Harm van Seijen, Hadi Nekoei, Evan Racah, Sarath Chandar


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PatchUp: A Regularization Technique for Convolutional Neural Networks


Jun 14, 2020
Mojtaba Faramarzi, Mohammad Amini, Akilesh Badrinaaraayanan, Vikas Verma, Sarath Chandar


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Learning To Navigate The Synthetically Accessible Chemical Space Using Reinforcement Learning


May 20, 2020
Sai Krishna Gottipati, Boris Sattarov, Sufeng Niu, Yashaswi Pathak, Haoran Wei, Shengchao Liu, Karam M. J. Thomas, Simon Blackburn, Connor W. Coley, Jian Tang, Sarath Chandar, Yoshua Bengio

* added the statistics of top-100 compounds used logP metric with scaled components added values of the initial reactants to the box plots some values in tables are recalculated due to the inconsistent environments on different machines. corresponding benchmarks were rerun with the requirements on github. no significant changes in the results. corrected figures in the Appendix 

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Towards Lossless Encoding of Sentences


Jun 04, 2019
Gabriele Prato, Mathieu Duchesneau, Sarath Chandar, Alain Tapp

* Accepted at ACL 2019 

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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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Structure Learning for Neural Module Networks


May 27, 2019
Vardaan Pahuja, Jie Fu, Sarath Chandar, Christopher J. Pal


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The Hanabi Challenge: A New Frontier for AI Research


Feb 01, 2019
Nolan Bard, Jakob N. Foerster, Sarath Chandar, Neil Burch, Marc Lanctot, H. Francis Song, Emilio Parisotto, Vincent Dumoulin, Subhodeep Moitra, Edward Hughes, Iain Dunning, Shibl Mourad, Hugo Larochelle, Marc G. Bellemare, Michael Bowling

* 37 pages, 5 figures, submitted to Artificial Intelligence 

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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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Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge Graph


Oct 04, 2018
Amrita Saha, Vardaan Pahuja, Mitesh M. Khapra, Karthik Sankaranarayanan, Sarath Chandar

* Accepted in AAAI'18 

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Language Expansion In Text-Based Games


May 17, 2018
Ghulam Ahmed Ansari, Sagar J P, Sarath Chandar, Balaraman Ravindran

* 9 pages. arXiv admin note: text overlap with arXiv:1511.06295 by other authors 

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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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Dynamic Neural Turing Machine with Soft and Hard Addressing Schemes


Mar 17, 2017
Caglar Gulcehre, Sarath Chandar, Kyunghyun Cho, Yoshua Bengio

* 13 pages, 3 figures 

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GuessWhat?! Visual object discovery through multi-modal dialogue


Feb 06, 2017
Harm de Vries, Florian Strub, Sarath Chandar, Olivier Pietquin, Hugo Larochelle, Aaron Courville

* 23 pages; CVPR 2017 submission; see https://guesswhat.ai 

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Memory Augmented Neural Networks with Wormhole Connections


Jan 30, 2017
Caglar Gulcehre, Sarath Chandar, Yoshua Bengio


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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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Generating Factoid Questions With Recurrent Neural Networks: The 30M Factoid Question-Answer Corpus


May 29, 2016
Iulian Vlad Serban, Alberto García-Durán, Caglar Gulcehre, Sungjin Ahn, Sarath Chandar, Aaron Courville, Yoshua Bengio

* 13 pages, 1 figure, 7 tables 

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Hierarchical Memory Networks


May 24, 2016
Sarath Chandar, Sungjin Ahn, Hugo Larochelle, Pascal Vincent, Gerald Tesauro, Yoshua Bengio

* 10 pages 

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Clustering is Efficient for Approximate Maximum Inner Product Search


Nov 30, 2015
Alex Auvolat, Sarath Chandar, Pascal Vincent, Hugo Larochelle, Yoshua Bengio

* 10 pages, Under review at ICLR 2016 

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Correlational Neural Networks


Oct 12, 2015
Sarath Chandar, Mitesh M. Khapra, Hugo Larochelle, Balaraman Ravindran

* 27 pages. To Appear in Neural Computation 

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