Ekin Dogus Cubuk

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He worked on developing methodologies to combine first-principles calculations with machine learning and stochastic simulation tools.

Papers78 papers

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FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

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

neural information processing systems, (2020)

Cited by75Bibtex

Crystal Structure Search with Random Relaxations Using Graph Networks

Gowoon Cheon, Lusann Yang, Kevin McCloskey,Evan J. Reed,Ekin D. Cubuk

Bibtex

Unveiling the predictive power of static structure in glassy systems

Victor Bapst, Thomas Keck,Agnieszka Grabska-Barwinska, Craig Donner,Ekin Dogus Cubuk,Sam Schoenholz, Annette Obika, Alexander Nelson, Trevor Back,Demis Hassabis,Pushmeet Kohli

Bulletin of the American Physical Society, (2020)

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Supervised Autoencoder for Inverse Kirigami Design

Paul Hanakata,Ekin Cubuk,David Campbell,Harold Park

Bulletin of the American Physical Society, (2020)

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AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Dan Hendrycks, Norman Mu,Ekin Dogus Cubuk, Barret Zoph, Justin Gilmer,Balaji Lakshminarayanan

ICLR, (2020)

Cited by60EIBibtex

Does Data Augmentation Benefit from Split BatchNorms

Amil Merchant, Barret Zoph,Ekin Dogus Cubuk

Bibtex

RandAugment: Practical Automated Data Augmentation with a Reduced Search Space

Ekin Dogus Cubuk, Barret Zoph,Jon Shlens,Quoc V Le

NeurIPS 2020, (2020)

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FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

Kihyuk Sohn,David Berthelot,Nicholas Carlini,Zizhao Zhang,Han Zhang,Colin A Raffel,Ekin Dogus Cubuk,Alexey Kurakin, Chun-Liang Li

NeurIPS, (2020)

EIBibtex

Kohn-Sham equations as regularizer: building prior knowledge into machine-learned physics

Li Li, Stephan Hoyer, Ryan Pederson, Ruoxi Sun,Ekin D. Cubuk, Patrick Riley,Kieron Burke

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Unifying framework for strong and fragile liquids via machine learning: a study of liquid silica

Ekin D. Cubuk,Andrea J. Liu,Efthimios Kaxiras,Samuel S. Schoenholz

Bibtex

Forward and Inverse Design of Kirigami via Supervised Autoencoder

Paul Z. Hanakata,Ekin D. Cubuk, David K. Campbell, Harold S. Park

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Combining superionic conduction and favorable decomposition products in the crystalline lithium-boron-sulfur system: a new mechanism for stabilizing solid Li-ion electrolytes

Austin D Sendek, Evan R Antoniuk,Ekin D Cubuk, Brandi Ransom, Brian E Francisco, Josh Buettner-Garrett,Yi Cui, Evan J Reed

ACS applied materials & interfaces, (2020)

WOSBibtex

Randaugment: Practical automated data augmentation with a reduced search space

Ekin D Cubuk, Barret Zoph, Jonathon Shlens,Quoc V Le

CVPR Workshops, pp.3008-3017, (2020)

Cited by60EIBibtex

Rethinking Pre-training and Self-training

Zoph Barret,Ghiasi Golnaz,Lin Tsung-Yi,Cui Yin,Liu Hanxiao,Cubuk Ekin D.,Le Quoc V.

NeurIPS, (2020)

Cited by8EIBibtex

Author Correction: Unveiling the predictive power of static structure in glassy systems

V. Bapst, T. Keck, A. Grabska-Barwińska, C. Donner,E. D. Cubuk,S. S. Schoenholz, A. Obika, A. W. R. Nelson, T. Back, D. Hassabis,P. Kohli

Nature Physics, pp.1-1, (2020)

Bibtex

Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation

Chen Liang-Chieh, Lopes Raphael Gontijo,Cheng Bowen,Collins Maxwell D.,Cubuk Ekin D., Zoph Barret,Adam Hartwig, Shlens Jonathon

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

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

ICLR, (2020)

Cited by60EIBibtex

Unveiling the predictive power of static structure in glassy systems

V. Bapst, T. Keck, A. Grabska-Barwińska, C. Donner,E. D. Cubuk,S. S. Schoenholz, A. Obika, A. W. R. Nelson, T. Back, D. Hassabis,P. Kohli

Nature Physics, no. 4 (2020): 448-454

Bibtex

Improving 3D Object Detection through Progressive Population Based Augmentation

Cheng Shuyang, Leng Zhaoqi,Cubuk Ekin Dogus, Zoph Barret, Bai Chunyan,Ngiam Jiquan, Song Yang,Caine Benjamin,Vasudevan Vijay, Li Congcong,Le Quoc V.,Shlens Jonathon

european conference on computer vision, pp.279-294, (2020)

Cited by7Bibtex

Affinity and Diversity: Quantifying Mechanisms of Data Augmentation

Gontijo-Lopes Raphael, Smullin Sylvia J.,Cubuk Ekin D., Dyer Ethan

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