NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size

28 August 2020

Bogdan Gabrys

Papers citing "NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size"

40 / 40 papers shown

Title
GreenFactory: Ensembling Zero-Cost Proxies to Estimate Performance of Neural Networks Gabriel Cortes Nuno Lourenço Paolo Romano Penousal Machado UQCV FedML 39 0 0 14 May 2025
RBFleX-NAS: Training-Free Neural Architecture Search Using Radial Basis Function Kernel and Hyperparameter Detection Tomomasa Yamasaki Zhehui Wang Yaoyu Zhang Niangjun Chen Bo Wang 39 0 0 26 Mar 2025
NEAR: A Training-Free Pre-Estimator of Machine Learning Model Performance Raphael T. Husistein Markus Reiher Marco Eckhoff 142 1 0 20 Feb 2025
Younger: The First Dataset for Artificial Intelligence-Generated Neural Network Architecture Zhengxin Yang Wanling Gao Luzhou Peng Yunyou Huang Fei Tang Jianfeng Zhan 40 0 0 20 Jun 2024
TG-NAS: Leveraging Zero-Cost Proxies with Transformer and Graph Convolution Networks for Efficient Neural Architecture Search Ye Qiao Haocheng Xu Sitao Huang 43 0 0 30 Mar 2024
Principled Architecture-aware Scaling of Hyperparameters Wuyang Chen Junru Wu Zhangyang Wang Boris Hanin AI4CE 49 0 0 27 Feb 2024
Density Ratio Estimation-based Bayesian Optimization with Semi-Supervised Learning Jungtaek Kim 43 1 0 24 May 2023
Bridging Discrete and Backpropagation: Straight-Through and Beyond Liyuan Liu Chengyu Dong Xiaodong Liu Bin-Xia Yu Jianfeng Gao BDL 31 20 0 17 Apr 2023
FTSO: Effective NAS via First Topology Second Operator Likang Wang Lei Chen 33 9 0 28 Feb 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 47 61 0 26 Jan 2023
A Study on the Intersection of GPU Utilization and CNN Inference J. Kosaian Amar Phanishayee 30 3 0 15 Dec 2022
Accuracy Prediction for NAS Acceleration using Feature Selection and Extrapolation Tal Hakim 40 0 0 22 Nov 2022
PredNAS: A Universal and Sample Efficient Neural Architecture Search Framework Liuchun Yuan Zehao Huang Naiyan Wang 36 0 0 26 Oct 2022
EZNAS: Evolving Zero Cost Proxies For Neural Architecture Scoring Yash Akhauri J. P. Muñoz Nilesh Jain Ravi Iyer 54 13 0 15 Sep 2022
Generalization Properties of NAS under Activation and Skip Connection Search Zhenyu Zhu Fanghui Liu Grigorios G. Chrysos V. Cevher AI4CE 33 15 0 15 Sep 2022
The BUTTER Zone: An Empirical Study of Training Dynamics in Fully Connected Neural Networks Charles Edison Tripp J. Perr-Sauer L. Hayne M. Lunacek Jamil Gafur AI4CE 39 1 0 25 Jul 2022
Prior-Guided One-shot Neural Architecture Search Peijie Dong Xin-Yi Niu Lujun Li Linzhen Xie Wenbin Zou Tian-Chun Ye Zimian Wei H. Pan 83 22 0 27 Jun 2022
NAS-Bench-Graph: Benchmarking Graph Neural Architecture Search Yi Qin Ziwei Zhang Xin Eric Wang Zeyang Zhang Wenwu Zhu 34 26 0 18 Jun 2022
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor Ke Lin A. Yong Zhuoxin Gan Yingying Jiang 29 0 0 04 Mar 2022
B2EA: An Evolutionary Algorithm Assisted by Two Bayesian Optimization Modules for Neural Architecture Search Hyunghun Cho Jungwook Shin Wonjong Rhee 40 7 0 07 Feb 2022
Neural Capacitance: A New Perspective of Neural Network Selection via Edge Dynamics Chunheng Jiang Tejaswini Pedapati Pin-Yu Chen Yizhou Sun Jianxi Gao 24 2 0 11 Jan 2022
DARTS without a Validation Set: Optimizing the Marginal Likelihood M. Fil Binxin Ru Clare Lyle Y. Gal 36 2 0 24 Dec 2021
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 43 26 0 16 Dec 2021
EH-DNAS: End-to-End Hardware-aware Differentiable Neural Architecture Search Qian Jiang Xiaofan Zhang Deming Chen Minh Do Raymond A. Yeh 30 7 0 24 Nov 2021
In Search of Probeable Generalization Measures Jonathan Jaegerman Khalil Damouni M. M. Ankaralı Konstantinos N. Plataniotis 32 2 0 23 Oct 2021
ProxyBO: Accelerating Neural Architecture Search via Bayesian Optimization with Zero-cost Proxies Yu Shen Yang Li Jian Zheng Wentao Zhang Peng Yao Jixiang Li Sen Yang Ji Liu Cui Bin AI4CE 47 30 0 20 Oct 2021
NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters Yoichi Hirose Nozomu Yoshinari Shinichi Shirakawa 30 13 0 19 Oct 2021
HyperJump: Accelerating HyperBand via Risk Modelling Pedro Mendes Maria Casimiro Paolo Romano David Garlan 22 8 0 05 Aug 2021
Accelerating Neural Architecture Search via Proxy Data Byunggook Na J. Mok Hyeokjun Choe Sungroh Yoon 30 18 0 09 Jun 2021
FEAR: A Simple Lightweight Method to Rank Architectures Debadeepta Dey Shital C. Shah Sébastien Bubeck OOD 35 4 0 07 Jun 2021
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search Changlin Li Tao Tang Guangrun Wang Jiefeng Peng Bing Wang Xiaodan Liang Xiaojun Chang ViT 55 105 0 23 Mar 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 53 108 0 19 Mar 2021
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective Wuyang Chen Xinyu Gong Zhangyang Wang OOD 50 233 0 23 Feb 2021
Isometric Propagation Network for Generalized Zero-shot Learning Lu Liu Dinesh Manocha Guodong Long Jing Jiang Xuanyi Dong Chengqi Zhang 34 36 0 03 Feb 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 39 98 0 22 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 30 16 0 23 Dec 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 30 48 0 18 Jun 2020
A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 79 655 0 01 Jun 2020
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search Arber Zela Julien N. Siems Frank Hutter 88 147 0 28 Jan 2020
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,333 0 05 Nov 2016