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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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Residual Energy-Based Models for Text Generation

Apr 22, 2020
Yuntian Deng, Anton Bakhtin, Myle Ott, Arthur Szlam, Marc'Aurelio Ranzato

* ICLR 2020 
* published at ICLR 2020. arXiv admin note: substantial text overlap with arXiv:2004.10188 

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Energy-Based Models for Text

Apr 06, 2020
Anton Bakhtin, Yuntian Deng, Sam Gross, Myle Ott, Marc'Aurelio Ranzato, Arthur Szlam

* long journal version 

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Facebook AI's WAT19 Myanmar-English Translation Task Submission

Oct 15, 2019
Peng-Jen Chen, Jiajun Shen, Matt Le, Vishrav Chaudhary, Ahmed El-Kishky, Guillaume Wenzek, Myle Ott, Marc'Aurelio Ranzato

* The 6th Workshop on Asian Translation 

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Revisiting Self-Training for Neural Sequence Generation

Sep 30, 2019
Junxian He, Jiatao Gu, Jiajun Shen, Marc'Aurelio Ranzato


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The Source-Target Domain Mismatch Problem in Machine Translation

Sep 28, 2019
Jiajun Shen, Peng-Jen Chen, Matt Le, Junxian He, Jiatao Gu, Myle Ott, Michael Auli, Marc'Aurelio Ranzato


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On The Evaluation of Machine Translation Systems Trained With Back-Translation

Aug 14, 2019
Sergey Edunov, Myle Ott, Marc'Aurelio Ranzato, Michael Auli


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Large Memory Layers with Product Keys

Jul 10, 2019
Guillaume Lample, Alexandre Sablayrolles, Marc'Aurelio Ranzato, Ludovic Denoyer, Hervé Jégou


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Real or Fake? Learning to Discriminate Machine from Human Generated Text

Jun 07, 2019
Anton Bakhtin, Sam Gross, Myle Ott, Yuntian Deng, Marc'Aurelio Ranzato, Arthur Szlam


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Task-Driven Modular Networks for Zero-Shot Compositional Learning

May 15, 2019
Senthil Purushwalkam, Maximilian Nickel, Abhinav Gupta, Marc'Aurelio Ranzato

* http://www.cs.cmu.edu/~spurushw/projects/compositional.html 

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Continual Learning with Tiny Episodic Memories

Mar 20, 2019
Arslan Chaudhry, Marcus Rohrbach, Mohamed Elhoseiny, Thalaiyasingam Ajanthan, Puneet K. Dokania, Philip H. S. Torr, Marc'Aurelio Ranzato


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Mixture Models for Diverse Machine Translation: Tricks of the Trade

Feb 20, 2019
Tianxiao Shen, Myle Ott, Michael Auli, Marc'Aurelio Ranzato


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Two New Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English

Feb 04, 2019
Francisco Guzm√°n, Peng-Jen Chen, Myle Ott, Juan Pino, Guillaume Lample, Philipp Koehn, Vishrav Chaudhary, Marc'Aurelio Ranzato


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Efficient Lifelong Learning with A-GEM

Jan 09, 2019
Arslan Chaudhry, Marc'Aurelio Ranzato, Marcus Rohrbach, Mohamed Elhoseiny

* Published as a conference paper at ICLR 2019 

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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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Lightweight Adaptive Mixture of Neural and N-gram Language Models

Oct 26, 2018
Anton Bakhtin, Arthur Szlam, Marc'Aurelio Ranzato, Edouard Grave


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Classical Structured Prediction Losses for Sequence to Sequence Learning

Oct 05, 2018
Sergey Edunov, Myle Ott, Michael Auli, David Grangier, Marc'Aurelio Ranzato

* 10 pages, NAACL 2018 

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Phrase-Based & Neural Unsupervised Machine Translation

Aug 13, 2018
Guillaume Lample, Myle Ott, Alexis Conneau, Ludovic Denoyer, Marc'Aurelio Ranzato

* EMNLP 2018 

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Analyzing Uncertainty in Neural Machine Translation

Aug 13, 2018
Myle Ott, Michael Auli, David Grangier, Marc'Aurelio Ranzato

* ICML 2018 

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Unsupervised Machine Translation Using Monolingual Corpora Only

Apr 13, 2018
Guillaume Lample, Alexis Conneau, Ludovic Denoyer, Marc'Aurelio Ranzato

* ICLR 2018 

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Word Translation Without Parallel Data

Jan 30, 2018
Alexis Conneau, Guillaume Lample, Marc'Aurelio Ranzato, Ludovic Denoyer, Hervé Jégou

* ICLR 2018 

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Fader Networks: Manipulating Images by Sliding Attributes

Jan 28, 2018
Guillaume Lample, Neil Zeghidour, Nicolas Usunier, Antoine Bordes, Ludovic Denoyer, Marc'Aurelio Ranzato

* NIPS 2017 

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Gradient Episodic Memory for Continual Learning

Nov 04, 2017
David Lopez-Paz, Marc'Aurelio Ranzato

* Published at NIPS 2017 

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Transformation-Based Models of Video Sequences

Apr 24, 2017
Joost van Amersfoort, Anitha Kannan, Marc'Aurelio Ranzato, Arthur Szlam, Du Tran, Soumith Chintala


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Hard Mixtures of Experts for Large Scale Weakly Supervised Vision

Apr 20, 2017
Sam Gross, Marc'Aurelio Ranzato, Arthur Szlam

* Appearing in CVPR 2017 

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Training Language Models Using Target-Propagation

Feb 15, 2017
Sam Wiseman, Sumit Chopra, Marc'Aurelio Ranzato, Arthur Szlam, Ruoyu Sun, Soumith Chintala, Nicolas Vasilache


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Learning through Dialogue Interactions by Asking Questions

Feb 13, 2017
Jiwei Li, Alexander H. Miller, Sumit Chopra, Marc'Aurelio Ranzato, Jason Weston


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Dialogue Learning With Human-In-The-Loop

Jan 13, 2017
Jiwei Li, Alexander H. Miller, Sumit Chopra, Marc'Aurelio Ranzato, Jason Weston


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Sequence Level Training with Recurrent Neural Networks

May 06, 2016
Marc'Aurelio Ranzato, Sumit Chopra, Michael Auli, Wojciech Zaremba


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