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Neural Architecture Search: Insights from 1000 Papers


Jan 25, 2023
Colin White, Mahmoud Safari, Rhea Sukthanker, Binxin Ru, Thomas Elsken, Arber Zela, Debadeepta Dey, Frank Hutter

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Neural Architecture Search for Dense Prediction Tasks in Computer Vision


Feb 15, 2022
Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter

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Bag of Tricks for Neural Architecture Search


Jul 08, 2021
Thomas Elsken, Benedikt Staffler, Arber Zela, Jan Hendrik Metzen, Frank Hutter

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Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization


May 03, 2021
Julia Guerrero-Viu, Sven Hauns, Sergio Izquierdo, Guilherme Miotto, Simon Schrodi, Andre Biedenkapp, Thomas Elsken, Difan Deng, Marius Lindauer, Frank Hutter

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Neural Ensemble Search for Performant and Calibrated Predictions


Jun 15, 2020
Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris Holmes, Frank Hutter, Yee Whye Teh

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Meta-Learning of Neural Architectures for Few-Shot Learning


Nov 25, 2019
Thomas Elsken, Benedikt Staffler, Jan Hendrik Metzen, Frank Hutter

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Automated design of error-resilient and hardware-efficient deep neural networks


Sep 30, 2019
Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid

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Understanding and Robustifying Differentiable Architecture Search


Sep 20, 2019
Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter

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* 28 pages, 25 figures 

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Neural Architecture Search: A Survey


Sep 05, 2018
Thomas Elsken, Jan Hendrik Metzen, Frank Hutter

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Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution


Jul 24, 2018
Thomas Elsken, Jan Hendrik Metzen, Frank Hutter

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