Evaluating the Search Phase of Neural Architecture Search

21 February 2019

Kaicheng Yu

Papers citing "Evaluating the Search Phase of Neural Architecture Search"

50 / 71 papers shown

Title
Robustifying and Boosting Training-Free Neural Architecture Search Zhenfeng He Yao Shu Zhongxiang Dai K. H. Low 43 1 0 12 Mar 2024
MatchNAS: Optimizing Edge AI in Sparse-Label Data Contexts via Automating Deep Neural Network Porting for Mobile Deployment Hongtao Huang Xiaojun Chang Wen Hu Lina Yao 30 0 0 21 Feb 2024
Masked Autoencoders Are Robust Neural Architecture Search Learners Yiming Hu Xiangxiang Chu Bo-Wen Zhang OOD 40 0 0 20 Nov 2023
Shrink-Perturb Improves Architecture Mixing during Population Based Training for Neural Architecture Search A. Chebykin A. Dushatskiy Tanja Alderliesten Peter A. N. Bosman 42 0 0 28 Jul 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
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 31 1 0 21 Jun 2023
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization Jiuling Zhang Zhiming Ding AAML 24 3 0 12 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 35 1 0 12 Jun 2023
ColdNAS: Search to Modulate for User Cold-Start Recommendation Shiguang Wu Yaqing Wang Qinghe Jing Daxiang Dong Dejing Dou Quanming Yao 19 7 0 06 Jun 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
HiveNAS: Neural Architecture Search using Artificial Bee Colony Optimization M. Shahawy E. Benkhelifa 21 1 0 18 Nov 2022
CLOSE: Curriculum Learning On the Sharing Extent Towards Better One-shot NAS Zixuan Zhou Xuefei Ning Y. Cai Jiashu Han Yiping Deng Yuhan Dong Huazhong Yang Yu Wang 3DPC 31 12 0 16 Jul 2022
Architecture Augmentation for Performance Predictor Based on Graph Isomorphism Xiangning Xie Yuqiao Liu Yanan Sun Mengjie Zhang Kay Chen Tan GNN AI4CE 25 2 0 03 Jul 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 344 0 13 May 2022
Neural Architecture Search using Property Guided Synthesis Charles Jin P. Phothilimthana Sudip Roy 27 6 0 08 May 2022
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search Yameng Peng A. Song V. Ciesielski Haytham M. Fayek Xiaojun Chang 29 14 0 27 Apr 2022
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search Guocheng Qian Xuanyang Zhang Bernard Ghanem Chen Zhao Yukang Chen Xinming Zhang Guohao Li Jian Sun 39 4 0 11 Apr 2022
Generalizing Few-Shot NAS with Gradient Matching Shou-Yong Hu Ruochen Wang Lanqing Hong Zhenguo Li Cho-Jui Hsieh Jiashi Feng 25 23 0 29 Mar 2022
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning Haoxiang Wang Yite Wang Ruoyu Sun Bo-wen Li 29 27 0 17 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 36 17 0 15 Feb 2022
Neural Architecture Searching for Facial Attributes-based Depression Recognition Mingzhe Chen Xi Xiao Bin Zhang Xinyu Liu Runiu Lu CVBM 33 5 0 24 Jan 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 25 26 0 16 Dec 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 42 30 0 20 Oct 2021
$L$^{2}$NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning$ L $^{2}$ NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning Keith G. Mills Fred X. Han Mohammad Salameh Seyed Saeed Changiz Rezaei Linglong Kong Wei Lu Shuo Lian Shangling Jui Di Niu 22 10 0 25 Sep 2021
Primer: Searching for Efficient Transformers for Language Modeling David R. So Wojciech Mañke Hanxiao Liu Zihang Dai Noam M. Shazeer Quoc V. Le VLM 88 152 0 17 Sep 2021
Neural Architecture Search in operational context: a remote sensing case-study Anthony Cazasnoves Pierre-Antoine Ganaye Kévin Sanchis Tugdual Ceillier 27 0 0 15 Sep 2021
Learning to Rank Ace Neural Architectures via Normalized Discounted Cumulative Gain Yuge Zhang Quan Zhang Li Lyna Zhang Yaming Yang Chenqian Yan Xiaotian Gao Yuqing Yang 33 0 0 06 Aug 2021
Bag of Tricks for Neural Architecture Search T. Elsken B. Staffler Arber Zela J. H. Metzen Frank Hutter 27 5 0 08 Jul 2021
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Miao Zhang Steven W. Su Shirui Pan Xiaojun Chang Ehsan Abbasnejad Reza Haffari 24 68 0 21 Jun 2021
Fisher Task Distance and Its Application in Neural Architecture Search Cat P. Le Mohammadreza Soltani Juncheng Dong Vahid Tarokh FedML 24 8 0 23 Mar 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
AutoSpace: Neural Architecture Search with Less Human Interference Daquan Zhou Xiaojie Jin Xiaochen Lian Linjie Yang Yujing Xue Qibin Hou Jiashi Feng 23 10 0 22 Mar 2021
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer William J. McNally Kanav Vats Alexander Wong J. McPhee 3DH 30 16 0 17 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 35 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
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
Neural Ensemble Search for Uncertainty Estimation and Dataset Shift Sheheryar Zaidi Arber Zela T. Elsken Chris Holmes Frank Hutter Yee Whye Teh OOD UQCV 18 71 0 15 Jun 2020
Few-shot Neural Architecture Search Yiyang Zhao Linnan Wang Yuandong Tian Rodrigo Fonseca Tian Guo 23 90 0 11 Jun 2020
AMEIR: Automatic Behavior Modeling, Interaction Exploration and MLP Investigation in the Recommender System Pengyu Zhao Kecheng Xiao Yuanxing Zhang Kaigui Bian Wei Yan 21 16 0 10 Jun 2020
Speedy Performance Estimation for Neural Architecture Search Binxin Ru Clare Lyle Lisa Schut M. Fil Mark van der Wilk Y. Gal 18 36 0 08 Jun 2020
Learning to Branch for Multi-Task Learning Pengsheng Guo Chen-Yu Lee Daniel Ulbricht 18 174 0 02 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 48 653 0 01 Jun 2020
HourNAS: Extremely Fast Neural Architecture Search Through an Hourglass Lens Zhaohui Yang Yunhe Wang Xinghao Chen Jianyuan Guo Wei Zhang Chao Xu Chunjing Xu Dacheng Tao Chang Xu 34 17 0 29 May 2020
Geometry-Aware Gradient Algorithms for Neural Architecture Search Liam Li M. Khodak Maria-Florina Balcan Ameet Talwalkar 31 67 0 16 Apr 2020
A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS Xuefei Ning Yin Zheng Tianchen Zhao Yu Wang Huazhong Yang AI4CE 32 99 0 04 Apr 2020
Disturbance-immune Weight Sharing for Neural Architecture Search Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yong Guo P. Zhao Junzhou Huang Mingkui Tan 15 27 0 29 Mar 2020
How to Train Your Super-Net: An Analysis of Training Heuristics in Weight-Sharing NAS Kaicheng Yu René Ranftl Mathieu Salzmann 27 34 0 09 Mar 2020
Semi-Supervised Neural Architecture Search Renqian Luo Xu Tan Rui Wang Tao Qin Enhong Chen Tie-Yan Liu 13 88 0 24 Feb 2020
DSNAS: Direct Neural Architecture Search without Parameter Retraining Shou-Yong Hu Sirui Xie Hehui Zheng Chunxiao Liu Jianping Shi Xunying Liu Dahua Lin 24 130 0 21 Feb 2020
To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing Aloïs Pourchot Alexis Ducarouge Olivier Sigaud 11 20 0 11 Feb 2020