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Learning from Mistakes -- A Framework for Neural Architecture Search

11 November 2021

Papers citing "Learning from Mistakes -- A Framework for Neural Architecture Search"

36 / 36 papers shown

Title
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization Han Guo Ramtin Hosseini Ruiyi Zhang Sai Ashish Somayajula Ranak Roy Chowdhury Rajesh K. Gupta Pengtao Xie 88 0 0 28 Feb 2024
DropNAS: Grouped Operation Dropout for Differentiable Architecture Search Weijun Hong Guilin Li Weinan Zhang Ruiming Tang Yunhe Wang Zhenguo Li Yong Yu OOD 80 55 0 27 Jan 2022
Skillearn: Machine Learning Inspired by Humans' Learning Skills P. Xie Xuefeng Du Hao Ban 52 7 0 09 Dec 2020
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Xiangxiang Chu Xiaoxing Wang Bo Zhang Shun Lu Xiaolin K. Wei Junchi Yan 46 167 0 02 Sep 2020
DrNAS: Dirichlet Neural Architecture Search Xiangning Chen Ruochen Wang Minhao Cheng Xiaocheng Tang Cho-Jui Hsieh OOD 57 101 0 18 Jun 2020
Noisy Differentiable Architecture Search Xiangxiang Chu Bo Zhang 40 43 0 07 May 2020
DSNAS: Direct Neural Architecture Search without Parameter Retraining Shou-Yong Hu Sirui Xie Hehui Zheng Chunxiao Liu Jianping Shi Xunying Liu Dahua Lin 50 132 0 21 Feb 2020
Stabilizing Differentiable Architecture Search via Perturbation-based Regularization Xiangning Chen Cho-Jui Hsieh 81 204 0 12 Feb 2020
Progressive DARTS: Bridging the Optimization Gap for NAS in the Wild Xin Chen Lingxi Xie Jun Wu Qi Tian 113 94 0 23 Dec 2019
Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data F. Such Aditya Rawal Joel Lehman Kenneth O. Stanley Jeff Clune DD 67 156 0 17 Dec 2019
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search Xiangxiang Chu Tianbao Zhou Bo Zhang Jixiang Li 54 310 0 27 Nov 2019
Searching for A Robust Neural Architecture in Four GPU Hours Xuanyi Dong Yezhou Yang 120 653 0 10 Oct 2019
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 136 372 0 20 Sep 2019
DARTS+: Improved Differentiable Architecture Search with Early Stopping Hanwen Liang Shifeng Zhang Jiacheng Sun Xingqiu He Weiran Huang Kechen Zhuang Zhenguo Li 71 289 0 13 Sep 2019
BayesNAS: A Bayesian Approach for Neural Architecture Search Hongpeng Zhou Minghao Yang Jun Wang Wei Pan BDL 82 199 0 13 May 2019
ASAP: Architecture Search, Anneal and Prune Asaf Noy Niv Nayman T. Ridnik Nadav Zamir Sivan Doveh Itamar Friedman Raja Giryes Lihi Zelnik-Manor 70 103 0 08 Apr 2019
Probabilistic Neural Architecture Search F. P. Casale Jonathan Gordon Nicolò Fusi TPM 55 76 0 13 Feb 2019
SNAS: Stochastic Neural Architecture Search Sirui Xie Hehui Zheng Chunxiao Liu Liang Lin 83 938 0 24 Dec 2018
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 102 1,867 0 02 Dec 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 126 3,010 0 31 Jul 2018
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Ningning Ma Xiangyu Zhang Haitao Zheng Jian Sun 179 4,990 0 30 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 199 4,361 0 24 Jun 2018
Learning to Reweight Examples for Robust Deep Learning Mengye Ren Wenyuan Zeng Binh Yang R. Urtasun OOD NoLa 146 1,426 0 24 Mar 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 113 2,764 0 09 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 160 3,031 0 05 Feb 2018
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 109 1,994 0 02 Dec 2017
Hierarchical Representations for Efficient Architecture Search Hanxiao Liu Karen Simonyan Oriol Vinyals Chrisantha Fernando Koray Kavukcuoglu 3DV 91 928 0 01 Nov 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 177 5,605 0 21 Jul 2017
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices Xiangyu Zhang Xinyu Zhou Mengxiao Lin Jian Sun AI4TS 141 6,878 0 04 Jul 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,858 0 17 Apr 2017
Practical Coreset Constructions for Machine Learning Olivier Bachem Mario Lucic Andreas Krause 67 186 0 19 Mar 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 468 5,373 0 05 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 775 36,861 0 25 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 385 7,964 0 17 Aug 2015
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 477 43,685 0 17 Sep 2014