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DuoRAT: Towards Simpler Text-to-SQL Models

Oct 21, 2020
Torsten Scholak, Raymond Li, Dzmitry Bahdanau, Harm de Vries, Chris Pal

* Code is available at https://github.com/ElementAI/duorat 

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Towards Ecologically Valid Research on Language User Interfaces

Jul 28, 2020
Harm de Vries, Dzmitry Bahdanau, Christopher Manning


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BabyAI 1.1

Jul 24, 2020
David Yu-Tung Hui, Maxime Chevalier-Boisvert, Dzmitry Bahdanau, Yoshua Bengio

* 9 pages, 1 figure, technical report 

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Combating False Negatives in Adversarial Imitation Learning

Feb 02, 2020
Konrad Zolna, Chitwan Saharia, Leonard Boussioux, David Yu-Tung Hui, Maxime Chevalier-Boisvert, Dzmitry Bahdanau, Yoshua Bengio

* This is an extended version of the student abstract published at 34th AAAI Conference on Artificial Intelligence 

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CLOSURE: Assessing Systematic Generalization of CLEVR Models

Dec 12, 2019
Dzmitry Bahdanau, Harm de Vries, Timothy J. O'Donnell, Shikhar Murty, Philippe Beaudoin, Yoshua Bengio, Aaron Courville

* Technical report 

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Automated curriculum generation for Policy Gradients from Demonstrations

Dec 01, 2019
Anirudh Srinivasan, Dzmitry Bahdanau, Maxime Chevalier-Boisvert, Yoshua Bengio

* Accepted to Deep RL Workshop at NeurIPS 2019 

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Systematic Generalization: What Is Required and Can It Be Learned?

Nov 30, 2018
Dzmitry Bahdanau, Shikhar Murty, Michael Noukhovitch, Thien Huu Nguyen, Harm de Vries, Aaron Courville

* Preprint. Work in progress 

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BabyAI: First Steps Towards Grounded Language Learning With a Human In the Loop

Oct 27, 2018
Maxime Chevalier-Boisvert, Dzmitry Bahdanau, Salem Lahlou, Lucas Willems, Chitwan Saharia, Thien Huu Nguyen, Yoshua Bengio

* Preprint. Work in progress 

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Learning to Understand Goal Specifications by Modelling Reward

Oct 02, 2018
Dzmitry Bahdanau, Felix Hill, Jan Leike, Edward Hughes, Pushmeet Kohli, Edward Grefenstette

* 18 pages, 8 figures 

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Commonsense mining as knowledge base completion? A study on the impact of novelty

Apr 24, 2018
Stanisław Jastrzębski, Dzmitry Bahdanau, Seyedarian Hosseini, Michael Noukhovitch, Yoshua Bengio, Jackie Chi Kit Cheung

* Published in Workshop on New Forms of Generalization in Deep Learning and Natural Language Processing (NAACL 2018) 

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Learning to Compute Word Embeddings On the Fly

Mar 07, 2018
Dzmitry Bahdanau, Tom Bosc, Stanisław Jastrzębski, Edward Grefenstette, Pascal Vincent, Yoshua Bengio


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Sequence Tutor: Conservative Fine-Tuning of Sequence Generation Models with KL-control

Oct 16, 2017
Natasha Jaques, Shixiang Gu, Dzmitry Bahdanau, José Miguel Hernández-Lobato, Richard E. Turner, Douglas Eck

* Add supplementary material 

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An Actor-Critic Algorithm for Sequence Prediction

Mar 03, 2017
Dzmitry Bahdanau, Philemon Brakel, Kelvin Xu, Anirudh Goyal, Ryan Lowe, Joelle Pineau, Aaron Courville, Yoshua Bengio


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Neural Machine Translation by Jointly Learning to Align and Translate

May 19, 2016
Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio

* Accepted at ICLR 2015 as oral presentation 

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Theano: A Python framework for fast computation of mathematical expressions

May 09, 2016
The Theano Development Team, Rami Al-Rfou, Guillaume Alain, Amjad Almahairi, Christof Angermueller, Dzmitry Bahdanau, Nicolas Ballas, Frédéric Bastien, Justin Bayer, Anatoly Belikov, Alexander Belopolsky, Yoshua Bengio, Arnaud Bergeron, James Bergstra, Valentin Bisson, Josh Bleecher Snyder, Nicolas Bouchard, Nicolas Boulanger-Lewandowski, Xavier Bouthillier, Alexandre de Brébisson, Olivier Breuleux, Pierre-Luc Carrier, Kyunghyun Cho, Jan Chorowski, Paul Christiano, Tim Cooijmans, Marc-Alexandre Côté, Myriam Côté, Aaron Courville, Yann N. Dauphin, Olivier Delalleau, Julien Demouth, Guillaume Desjardins, Sander Dieleman, Laurent Dinh, Mélanie Ducoffe, Vincent Dumoulin, Samira Ebrahimi Kahou, Dumitru Erhan, Ziye Fan, Orhan Firat, Mathieu Germain, Xavier Glorot, Ian Goodfellow, Matt Graham, Caglar Gulcehre, Philippe Hamel, Iban Harlouchet, Jean-Philippe Heng, Balázs Hidasi, Sina Honari, Arjun Jain, Sébastien Jean, Kai Jia, Mikhail Korobov, Vivek Kulkarni, Alex Lamb, Pascal Lamblin, Eric Larsen, César Laurent, Sean Lee, Simon Lefrancois, Simon Lemieux, Nicholas Léonard, Zhouhan Lin, Jesse A. Livezey, Cory Lorenz, Jeremiah Lowin, Qianli Ma, Pierre-Antoine Manzagol, Olivier Mastropietro, Robert T. McGibbon, Roland Memisevic, Bart van Merriënboer, Vincent Michalski, Mehdi Mirza, Alberto Orlandi, Christopher Pal, Razvan Pascanu, Mohammad Pezeshki, Colin Raffel, Daniel Renshaw, Matthew Rocklin, Adriana Romero, Markus Roth, Peter Sadowski, John Salvatier, François Savard, Jan Schlüter, John Schulman, Gabriel Schwartz, Iulian Vlad Serban, Dmitriy Serdyuk, Samira Shabanian, Étienne Simon, Sigurd Spieckermann, S. Ramana Subramanyam, Jakub Sygnowski, Jérémie Tanguay, Gijs van Tulder, Joseph Turian, Sebastian Urban, Pascal Vincent, Francesco Visin, Harm de Vries, David Warde-Farley, Dustin J. Webb, Matthew Willson, Kelvin Xu, Lijun Xue, Li Yao, Saizheng Zhang, Ying Zhang

* 19 pages, 5 figures 

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End-to-End Attention-based Large Vocabulary Speech Recognition

Mar 14, 2016
Dzmitry Bahdanau, Jan Chorowski, Dmitriy Serdyuk, Philemon Brakel, Yoshua Bengio


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Task Loss Estimation for Sequence Prediction

Jan 19, 2016
Dzmitry Bahdanau, Dmitriy Serdyuk, Philémon Brakel, Nan Rosemary Ke, Jan Chorowski, Aaron Courville, Yoshua Bengio

* Submitted to ICLR 2016 

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Attention-Based Models for Speech Recognition

Jun 24, 2015
Jan Chorowski, Dzmitry Bahdanau, Dmitriy Serdyuk, Kyunghyun Cho, Yoshua Bengio


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Blocks and Fuel: Frameworks for deep learning

Jun 01, 2015
Bart van Merriënboer, Dzmitry Bahdanau, Vincent Dumoulin, Dmitriy Serdyuk, David Warde-Farley, Jan Chorowski, Yoshua Bengio


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End-to-end Continuous Speech Recognition using Attention-based Recurrent NN: First Results

Dec 04, 2014
Jan Chorowski, Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio

* As accepted to: Deep Learning and Representation Learning Workshop, NIPS 2014 

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Overcoming the Curse of Sentence Length for Neural Machine Translation using Automatic Segmentation

Oct 07, 2014
Jean Pouget-Abadie, Dzmitry Bahdanau, Bart van Merrienboer, Kyunghyun Cho, Yoshua Bengio

* Eighth Workshop on Syntax, Semantics and Structure in Statistical Translation (SSST-8) 

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On the Properties of Neural Machine Translation: Encoder-Decoder Approaches

Oct 07, 2014
Kyunghyun Cho, Bart van Merrienboer, Dzmitry Bahdanau, Yoshua Bengio

* Eighth Workshop on Syntax, Semantics and Structure in Statistical Translation (SSST-8) 

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Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Sep 03, 2014
Kyunghyun Cho, Bart van Merrienboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, Yoshua Bengio

* EMNLP 2014 

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