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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

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* 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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