Ekin Dogus Cubuk

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

Papers80 papers

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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

Physical review letters, no. 3 (2021): 036401

WOSBibtex

Tradeoffs in Data Augmentation: An Empirical Study

Raphael Gontijo-Lopes, Sylvia Smullin,Ekin Dogus Cubuk, Ethan Dyer

ICLR 2021, (2021)

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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

Crystal Structure Search with Random Relaxations Using Graph Networks

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

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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

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RandAugment: Practical Automated Data Augmentation with a Reduced Search Space

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

NIPS 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

NIPS 2020, (2020)

EIBibtex

Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation

Golnaz Ghiasi,Yin Cui, Aravind Srinivas, Rui Qian,Tsung-Yi Lin,Ekin D. Cubuk,Quoc V. Le, Barret Zoph

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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

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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)

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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.

NIPS 2020, (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

Bibtex

RandAugment - Practical Automated Data Augmentation with a Reduced Search Space

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

NeurIPS, (2020)

EIBibtex

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

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Ekin Dogus CubukBinding

Papers80 papers

Ekin Dogus Cubuk