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CrypTen: Secure Multi-Party Computation Meets Machine Learning


Sep 02, 2021
Brian Knott, Shobha Venkataraman, Awni Hannun, Shubho Sengupta, Mark Ibrahim, Laurens van der Maaten


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The History of Speech Recognition to the Year 2030


Jul 30, 2021
Awni Hannun


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The Role of Evolution in Machine Intelligence


Jun 21, 2021
Awni Hannun


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Gradient Matching for Domain Generalization


Apr 20, 2021
Yuge Shi, Jeffrey Seely, Philip H. S. Torr, N. Siddharth, Awni Hannun, Nicolas Usunier, Gabriel Synnaeve


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Fixes That Fail: Self-Defeating Improvements in Machine-Learning Systems


Mar 22, 2021
Ruihan Wu, Chuan Guo, Awni Hannun, Laurens van der Maaten


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Measuring Data Leakage in Machine-Learning Models with Fisher Information


Feb 23, 2021
Awni Hannun, Chuan Guo, Laurens van der Maaten


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Data Appraisal Without Data Sharing


Dec 11, 2020
Mimee Xu, Laurens van der Maaten, Awni Hannun

* Presented at NeurIPS Workshop for Privacy-Preserving Machine Learning Workshop (PPML 2020) 

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Differentiable Weighted Finite-State Transducers


Oct 02, 2020
Awni Hannun, Vineel Pratap, Jacob Kahn, Wei-Ning Hsu


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The Trade-Offs of Private Prediction


Jul 09, 2020
Laurens van der Maaten, Awni Hannun


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Massively Multilingual ASR: 50 Languages, 1 Model, 1 Billion Parameters


Jul 08, 2020
Vineel Pratap, Anuroop Sriram, Paden Tomasello, Awni Hannun, Vitaliy Liptchinsky, Gabriel Synnaeve, Ronan Collobert


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Iterative Pseudo-Labeling for Speech Recognition


May 19, 2020
Qiantong Xu, Tatiana Likhomanenko, Jacob Kahn, Awni Hannun, Gabriel Synnaeve, Ronan Collobert


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Semi-Supervised Speech Recognition via Local Prior Matching


Feb 24, 2020
Wei-Ning Hsu, Ann Lee, Gabriel Synnaeve, Awni Hannun


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Scaling Up Online Speech Recognition Using ConvNets


Jan 27, 2020
Vineel Pratap, Qiantong Xu, Jacob Kahn, Gilad Avidov, Tatiana Likhomanenko, Awni Hannun, Vitaliy Liptchinsky, Gabriel Synnaeve, Ronan Collobert


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Secure multiparty computations in floating-point arithmetic


Jan 09, 2020
Chuan Guo, Awni Hannun, Brian Knott, Laurens van der Maaten, Mark Tygert, Ruiyu Zhu

* 31 pages, 13 figures, 6 tables 

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Certified Data Removal from Machine Learning Models


Nov 11, 2019
Chuan Guo, Tom Goldstein, Awni Hannun, Laurens van der Maaten

* Submitted to AISTATS 2020 

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Lead2Gold: Towards exploiting the full potential of noisy transcriptions for speech recognition


Oct 16, 2019
Adrien Dufraux, Emmanuel Vincent, Awni Hannun, Armelle Brun, Matthijs Douze

* 8 pages, 4 tables, Accepted for publication in ASRU 2019 

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Privacy-Preserving Contextual Bandits


Oct 14, 2019
Awni Hannun, Brian Knott, Shubho Sengupta, Laurens van der Maaten


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Self-Training for End-to-End Speech Recognition


Sep 19, 2019
Jacob Kahn, Ann Lee, Awni Hannun


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Word-level Speech Recognition with a Dynamic Lexicon


Jun 10, 2019
Ronan Collobert, Awni Hannun, Gabriel Synnaeve


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Sequence-to-Sequence Speech Recognition with Time-Depth Separable Convolutions


Apr 04, 2019
Awni Hannun, Ann Lee, Qiantong Xu, Ronan Collobert


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A Fully Differentiable Beam Search Decoder


Feb 16, 2019
Ronan Collobert, Awni Hannun, Gabriel Synnaeve


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wav2letter++: The Fastest Open-source Speech Recognition System


Dec 18, 2018
Vineel Pratap, Awni Hannun, Qiantong Xu, Jeff Cai, Jacob Kahn, Gabriel Synnaeve, Vitaliy Liptchinsky, Ronan Collobert


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An End-to-End Architecture for Keyword Spotting and Voice Activity Detection


Nov 28, 2016
Chris Lengerich, Awni Hannun

* NIPS 2016 End-to-End Learning for Speech and Audio Processing Workshop 

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Learning Multiscale Features Directly From Waveforms


Apr 05, 2016
Zhenyao Zhu, Jesse H. Engel, Awni Hannun

* "fix typo in the title" 

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Deep Speech 2: End-to-End Speech Recognition in English and Mandarin


Dec 08, 2015
Dario Amodei, Rishita Anubhai, Eric Battenberg, Carl Case, Jared Casper, Bryan Catanzaro, Jingdong Chen, Mike Chrzanowski, Adam Coates, Greg Diamos, Erich Elsen, Jesse Engel, Linxi Fan, Christopher Fougner, Tony Han, Awni Hannun, Billy Jun, Patrick LeGresley, Libby Lin, Sharan Narang, Andrew Ng, Sherjil Ozair, Ryan Prenger, Jonathan Raiman, Sanjeev Satheesh, David Seetapun, Shubho Sengupta, Yi Wang, Zhiqian Wang, Chong Wang, Bo Xiao, Dani Yogatama, Jun Zhan, Zhenyao Zhu


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Deep Speech: Scaling up end-to-end speech recognition


Dec 19, 2014
Awni Hannun, Carl Case, Jared Casper, Bryan Catanzaro, Greg Diamos, Erich Elsen, Ryan Prenger, Sanjeev Satheesh, Shubho Sengupta, Adam Coates, Andrew Y. Ng


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