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AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation


Jun 08, 2021
David Berthelot, Rebecca Roelofs, Kihyuk Sohn, Nicholas Carlini, Alex Kurakin


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Assessing Post-Disaster Damage from Satellite Imagery using Semi-Supervised Learning Techniques


Nov 24, 2020
Jihyeon Lee, Joseph Z. Xu, Kihyuk Sohn, Wenhan Lu, David Berthelot, Izzeddin Gur, Pranav Khaitan, Ke-Wei, Huang, Kyriacos Koupparis, Bernhard Kowatsch

* NeurIPS 2020 Artificial Intelligence for Humanitarian Assistance and Disaster Response Workshop 

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Creating High Resolution Images with a Latent Adversarial Generator


Mar 04, 2020
David Berthelot, Peyman Milanfar, Ian Goodfellow


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Semi-Supervised Class Discovery


Feb 22, 2020
Jeremy Nixon, Jeremiah Liu, David Berthelot


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FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence


Jan 21, 2020
Kihyuk Sohn, David Berthelot, Chun-Liang Li, Zizhao Zhang, Nicholas Carlini, Ekin D. Cubuk, Alex Kurakin, Han Zhang, Colin Raffel


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Combining MixMatch and Active Learning for Better Accuracy with Fewer Labels


Dec 03, 2019
Shuang Song, David Berthelot, Afshin Rostamizadeh


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ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring


Nov 21, 2019
David Berthelot, Nicholas Carlini, Ekin D. Cubuk, Alex Kurakin, Kihyuk Sohn, Han Zhang, Colin Raffel


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High-Fidelity Extraction of Neural Network Models


Sep 03, 2019
Matthew Jagielski, Nicholas Carlini, David Berthelot, Alex Kurakin, Nicolas Papernot


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MixMatch: A Holistic Approach to Semi-Supervised Learning


May 06, 2019
David Berthelot, Nicholas Carlini, Ian Goodfellow, Nicolas Papernot, Avital Oliver, Colin Raffel


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Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer


Jul 23, 2018
David Berthelot, Colin Raffel, Aurko Roy, Ian Goodfellow


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Technical Report on the CleverHans v2.1.0 Adversarial Examples Library


Jun 27, 2018
Nicolas Papernot, Fartash Faghri, Nicholas Carlini, Ian Goodfellow, Reuben Feinman, Alexey Kurakin, Cihang Xie, Yash Sharma, Tom Brown, Aurko Roy, Alexander Matyasko, Vahid Behzadan, Karen Hambardzumyan, Zhishuai Zhang, Yi-Lin Juang, Zhi Li, Ryan Sheatsley, Abhibhav Garg, Jonathan Uesato, Willi Gierke, Yinpeng Dong, David Berthelot, Paul Hendricks, Jonas Rauber, Rujun Long, Patrick McDaniel

* Technical report for https://github.com/tensorflow/cleverhans 

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BEGAN: Boundary Equilibrium Generative Adversarial Networks


May 31, 2017
David Berthelot, Thomas Schumm, Luke Metz


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WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia


Mar 15, 2017
Daniel Hewlett, Alexandre Lacoste, Llion Jones, Illia Polosukhin, Andrew Fandrianto, Jay Han, Matthew Kelcey, David Berthelot

* Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2016, pp. 1535-1545 

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