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PyGlove: Symbolic Programming for Automated Machine Learning

Jan 21, 2021
Daiyi Peng, Xuanyi Dong, Esteban Real, Mingxing Tan, Yifeng Lu, Hanxiao Liu, Gabriel Bender, Adam Kraft, Chen Liang, Quoc V. Le

* NeurIPS 2020 Oral 

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Evolving Reinforcement Learning Algorithms

Jan 08, 2021
John D. Co-Reyes, Yingjie Miao, Daiyi Peng, Esteban Real, Sergey Levine, Quoc V. Le, Honglak Lee, Aleksandra Faust

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AutoML-Zero: Evolving Machine Learning Algorithms From Scratch

Mar 06, 2020
Esteban Real, Chen Liang, David R. So, Quoc V. Le

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NAS-Bench-101: Towards Reproducible Neural Architecture Search

Feb 25, 2019
Chris Ying, Aaron Klein, Esteban Real, Eric Christiansen, Kevin Murphy, Frank Hutter

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Regularized Evolution for Image Classifier Architecture Search

Oct 26, 2018
Esteban Real, Alok Aggarwal, Yanping Huang, Quoc V Le

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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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YouTube-BoundingBoxes: A Large High-Precision Human-Annotated Data Set for Object Detection in Video

Mar 24, 2017
Esteban Real, Jonathon Shlens, Stefano Mazzocchi, Xin Pan, Vincent Vanhoucke

* Accepted at the Conference on Computer Vision and Pattern Recognition (CVPR) 2017 

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Attention for Fine-Grained Categorization

Apr 11, 2015
Pierre Sermanet, Andrea Frome, Esteban Real

* ICLR 2015 Workshop 

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