NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy

31 January 2022

Kaicheng Yu

Papers citing "NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy"

24 / 24 papers shown

Title
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO Katharina Eggensperger Philip Muller Neeratyoy Mallik Matthias Feurer René Sass Aaron Klein Noor H. Awad Marius Lindauer Frank Hutter 188 104 0 14 Sep 2021
TransNAS-Bench-101: Improving Transferability and Generalizability of Cross-Task Neural Architecture Search Yawen Duan Xin Chen Hang Xu Zewei Chen Li Xiaodan Tong Zhang Zhenguo Li ViT 62 72 0 25 May 2021
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 331 668 0 21 Apr 2021
Prioritized Architecture Sampling with Monto-Carlo Tree Search Xiu Su Tao Huang Yanxi Li Shan You Fei Wang Chao Qian Changshui Zhang Chang Xu 39 50 0 22 Mar 2021
A Study on Encodings for Neural Architecture Search Colin White Willie Neiswanger Sam Nolen Yash Savani AI4CE 47 74 0 09 Jul 2020
Local Search is a Remarkably Strong Baseline for Neural Architecture Search T. D. Ottelander A. Dushatskiy M. Virgolin Peter A. N. Bosman OOD 54 38 0 20 Apr 2020
Semi-Supervised Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Enhong Chen Tie-Yan Liu 35 88 0 24 Feb 2020
NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search Xuanyi Dong Yi Yang 132 710 0 02 Jan 2020
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 95 320 0 25 Oct 2019
Understanding and Robustifying Differentiable Architecture Search Arber Zela T. Elsken Tonmoy Saikia Yassine Marrakchi Thomas Brox Frank Hutter OOD AAML 126 371 0 20 Sep 2019
Best Practices for Scientific Research on Neural Architecture Search Marius Lindauer Frank Hutter 54 144 0 05 Sep 2019
Densely Connected Search Space for More Flexible Neural Architecture Search Jiemin Fang Yuzhu Sun Qian Zhang Yuan Li Wenyu Liu Xinggang Wang 61 124 0 23 Jun 2019
Random Search and Reproducibility for Neural Architecture Search Liam Li Ameet Talwalkar OOD 73 724 0 20 Feb 2019
The Evolved Transformer David R. So Chen Liang Quoc V. Le ViT 100 462 0 30 Jan 2019
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation Chenxi Liu Liang-Chieh Chen Florian Schroff Hartwig Adam Wei Hua Alan Yuille Li Fei-Fei SSeg 112 978 0 10 Jan 2019
Pyro: Deep Universal Probabilistic Programming Eli Bingham Jonathan P. Chen M. Jankowiak F. Obermeyer Neeraj Pradhan Theofanis Karaletsos Rohit Singh Paul A. Szerlip Paul Horsfall Noah D. Goodman BDL GP 155 1,053 0 18 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 236 7,638 0 01 Oct 2018
Neural Architecture Optimization Renqian Luo Fei Tian Tao Qin Enhong Chen Tie-Yan Liu 3DV 74 654 0 22 Aug 2018
A Tutorial on Bayesian Optimization P. Frazier GP 104 1,786 0 08 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 189 4,350 0 24 Jun 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 150 3,026 0 05 Feb 2018
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 172 5,596 0 21 Jul 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 447 5,369 0 05 Nov 2016
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 349 7,934 0 13 Jun 2012