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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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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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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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Adversarial Examples that Fool both Computer Vision and Time-Limited Humans

May 22, 2018
Gamaleldin F. Elsayed, Shreya Shankar, Brian Cheung, Nicolas Papernot, Alex Kurakin, Ian Goodfellow, Jascha Sohl-Dickstein

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Large-Scale Evolution of Image Classifiers

Jun 11, 2017
Esteban Real, Sherry Moore, Andrew Selle, Saurabh Saxena, Yutaka Leon Suematsu, Jie Tan, Quoc Le, Alex Kurakin

* Accepted for publication at ICML 2017 (34th International Conference on Machine Learning) 

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