FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search

3 July 2019

Papers citing "FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search"

50 / 72 papers shown

Title
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 32 0 0 22 Apr 2025
Anytime Neural Architecture Search on Tabular Data Naili Xing Shaofeng Cai Zhaojing Luo Bengchin Ooi Jian Pei 34 1 0 15 Mar 2024
G-EvoNAS: Evolutionary Neural Architecture Search Based on Network Growth Juan Zou Weiwei Jiang Yizhang Xia Yuan Liu Zhanglu Hou 26 0 0 05 Mar 2024
FL-NAS: Towards Fairness of NAS for Resource Constrained Devices via Large Language Models Ruiyang Qin Yuting Hu Zheyu Yan Jinjun Xiong Ahmed Abbasi Yiyu Shi 32 5 0 09 Feb 2024
Masked Autoencoders Are Robust Neural Architecture Search Learners Yiming Hu Xiangxiang Chu Bo-Wen Zhang OOD 40 0 0 20 Nov 2023
LISSNAS: Locality-based Iterative Search Space Shrinkage for Neural Architecture Search Bhavna Gopal Arjun Sridhar Tunhou Zhang Yiran Chen 18 3 0 06 Jul 2023
Dynamical Isometry based Rigorous Fair Neural Architecture Search Jianxiang Luo Junyi Hu Tianji Pang Weihao Huang Chuan-Hsi Liu 21 0 0 05 Jul 2023
Make A Long Image Short: Adaptive Token Length for Vision Transformers Yuqin Zhu Yichen Zhu ViT 72 17 0 05 Jul 2023
Compressing neural network by tensor network with exponentially fewer variational parameters Yong Qing Ke Li P. Zhou Shi-Ju Ran 19 6 0 10 May 2023
OSTA: One-shot Task-adaptive Channel Selection for Semantic Segmentation of Multichannel Images Yuanzhi Cai Jagannath Aryal Yuan-Sheng Fang Hong Huang Lei Fan 34 2 0 08 May 2023
DetOFA: Efficient Training of Once-for-All Networks for Object Detection Using Path Filter Yuiko Sakuma Masato Ishii T. Narihira 36 2 0 23 Mar 2023
Operation-level Progressive Differentiable Architecture Search Xunyu Zhu Jian Li Yong Liu Weiping Wang 32 6 0 11 Feb 2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 36 60 0 26 Jan 2023
$β$ -DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture Search Peng Ye Tong He Baopu Li Tao Chen Lei Bai Wanli Ouyang OOD 46 7 0 16 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A Survey Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 32 12 0 14 Jan 2023
OVO: One-shot Vision Transformer Search with Online distillation Zimian Wei H. Pan Xin-Yi Niu Dongsheng Li ViT 29 1 0 28 Dec 2022
CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks Xuan Rao Bo Zhao Xiaosong Yi 74 4 0 11 Nov 2022
PredNAS: A Universal and Sample Efficient Neural Architecture Search Framework Liuchun Yuan Zehao Huang Naiyan Wang 29 0 0 26 Oct 2022
Pareto-aware Neural Architecture Generation for Diverse Computational Budgets Yong Guo Yaofo Chen Yin Zheng Qi Chen P. Zhao Jian Chen Junzhou Huang Mingkui Tan 28 5 0 14 Oct 2022
Cross Task Neural Architecture Search for EEG Signal Classifications Yiqun Duan Zhen Wang Yi Li Jianhang Tang Yu-Kai Wang Chin-Teng Lin 21 3 0 01 Oct 2022
Searching a High-Performance Feature Extractor for Text Recognition Network Hui Zhang Quanming Yao James T. Kwok X. Bai 28 7 0 27 Sep 2022
You Only Search Once: On Lightweight Differentiable Architecture Search for Resource-Constrained Embedded Platforms Xiangzhong Luo Di Liu Hao Kong Shuo Huai Hui Chen Weichen Liu 36 9 0 30 Aug 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 43 3 0 22 Aug 2022
Auto Machine Learning for Medical Image Analysis by Unifying the Search on Data Augmentation and Neural Architecture Jianwei Zhang Dong Li Lituan Wang Lei Zhang 23 2 0 21 Jul 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 30 41 0 03 Jun 2022
SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems Xin Dong B. D. Salvo Meng Li Chiao Liu Zhongnan Qu H. T. Kung Ziyun Li 3DGS 23 20 0 10 Apr 2022
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor Ke Lin A. Yong Zhuoxin Gan Yingying Jiang 18 0 0 04 Mar 2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Frank Hutter OOD 33 17 0 15 Feb 2022
B2EA: An Evolutionary Algorithm Assisted by Two Bayesian Optimization Modules for Neural Architecture Search Hyunghun Cho Jungwook Shin Wonjong Rhee 33 7 0 07 Feb 2022
ASFD: Automatic and Scalable Face Detector Jian Li Bin Zhang Yabiao Wang Ying Tai Feiyue Huang Chengjie Wang Jilin Li Wenjiang Pei Yili Xia CVBM 51 43 0 26 Jan 2022
Neural Architecture Searching for Facial Attributes-based Depression Recognition Mingzhe Chen Xi Xiao Bin Zhang Xinyu Liu Runiu Lu CVBM 30 5 0 24 Jan 2022
Searching for TrioNet: Combining Convolution with Local and Global Self-Attention Huaijin Pi Huiyu Wang Yingwei Li Zizhang Li Alan Yuille ViT 24 3 0 15 Nov 2021
Self-Supervised Neural Architecture Search for Imbalanced Datasets A. Timofeev Grigorios G. Chrysos V. Cevher OOD 30 5 0 17 Sep 2021
BN-NAS: Neural Architecture Search with Batch Normalization Boyu Chen Peixia Li Baopu Li Chen Lin Chuming Li Ming-hui Sun Junjie Yan Wanli Ouyang 29 30 0 16 Aug 2021
FOX-NAS: Fast, On-device and Explainable Neural Architecture Search Chia-Hsiang Liu Yu-Shin Han Yuan-Yao Sung Yi Lee Hung-Yueh Chiang Kai-Chiang Wu 17 11 0 14 Aug 2021
AutoFormer: Searching Transformers for Visual Recognition Minghao Chen Houwen Peng Jianlong Fu Haibin Ling ViT 36 259 0 01 Jul 2021
FNAS: Uncertainty-Aware Fast Neural Architecture Search Jihao Liu Ming Zhang Yangting Sun B. Liu Guanglu Song Yu Liu Hongsheng Li 30 7 0 25 May 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 46 105 0 23 Mar 2021
Prioritized Architecture Sampling with Monto-Carlo Tree Search Xiu Su Tao Huang Yanxi Li Shan You Fei-Yue Wang Chao Qian Changshui Zhang Chang Xu 19 49 0 22 Mar 2021
Searching by Generating: Flexible and Efficient One-Shot NAS with Architecture Generator Sian-Yao Huang W. Chu 14 25 0 12 Mar 2021
OPANAS: One-Shot Path Aggregation Network Architecture Search for Object Detection Tingting Liang Yongtao Wang Zhi Tang Guosheng Hu Haibin Ling ObjD 13 50 0 08 Mar 2021
Towards Accurate and Compact Architectures via Neural Architecture Transformer Yong Guo Yin Zheng Mingkui Tan Qi Chen Zhipeng Li Jian Chen P. Zhao Junzhou Huang ViT MQ 10 38 0 20 Feb 2021
AlphaNet: Improved Training of Supernets with Alpha-Divergence Dilin Wang Chengyue Gong Meng Li Qiang Liu Vikas Chandra 155 44 0 16 Feb 2021
CATE: Computation-aware Neural Architecture Encoding with Transformers Shen Yan Kaiqiang Song Z. Feng Mi Zhang 22 24 0 14 Feb 2021
Inter-layer Transition in Neural Architecture Search Benteng Ma Jing Zhang Yong-quan Xia Dacheng Tao 34 4 0 30 Nov 2020
DOTS: Decoupling Operation and Topology in Differentiable Architecture Search Yuchao Gu Li-Juan Wang Yun-Hai Liu Yi Yang Yu-Huan Wu Shao-Ping Lu Ming-Ming Cheng 32 48 0 02 Oct 2020
NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search Zhichao Lu Kalyanmoy Deb E. Goodman W. Banzhaf Vishnu Naresh Boddeti 26 144 0 20 Jul 2020
Breaking the Curse of Space Explosion: Towards Efficient NAS with Curriculum Search Yong Guo Yaofo Chen Yin Zheng P. Zhao Jian Chen Junzhou Huang Mingkui Tan 27 66 0 07 Jul 2020
Cyclic Differentiable Architecture Search Hongyuan Yu Houwen Peng Yan Huang Jianlong Fu Hao Du Liang Wang Haibin Ling 3DPC 25 48 0 18 Jun 2020
Few-shot Neural Architecture Search Yiyang Zhao Linnan Wang Yuandong Tian Rodrigo Fonseca Tian Guo 23 90 0 11 Jun 2020