DARTS+: Improved Differentiable Architecture Search with Early Stopping

13 September 2019

Papers citing "DARTS+: Improved Differentiable Architecture Search with Early Stopping"

50 / 56 papers shown

Title
Efficient Curvature-Aware Hypergradient Approximation for Bilevel Optimization Youran Dong Junfeng Yang Wei-Ting Yao Jin Zhang 156 0 0 04 May 2025
Differentiable Prompt Learning for Vision Language Models Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao VLM 28 0 0 03 Jan 2025
EM-DARTS: Hierarchical Differentiable Architecture Search for Eye Movement Recognition Huafeng Qin Hongyu Zhu Xin Jin Xin Yu M. El-Yacoubi Xinbo Gao 30 0 0 22 Sep 2024
CSCO: Connectivity Search of Convolutional Operators Tunhou Zhang Shiyu Li Hsin-Pai Cheng Feng Yan Hai Helen Li Yiran Chen 39 0 0 26 Apr 2024
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 36 0 0 28 Feb 2024
Evolution and Efficiency in Neural Architecture Search: Bridging the Gap Between Expert Design and Automated Optimization Fanfei Meng Chen-Ao Wang Alexander Brown 11 1 0 11 Feb 2024
Masked Autoencoders Are Robust Neural Architecture Search Learners Yiming Hu Xiangxiang Chu Bo-Wen Zhang OOD 40 0 0 20 Nov 2023
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization Jiuling Zhang Zhiming Ding AAML 27 3 0 12 Jun 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
Pseudo-Inverted Bottleneck Convolution for DARTS Search Space Arash Ahmadian Louis S.P. Liu Yue Fei Konstantinos N. Plataniotis Mahdi S. Hosseini 21 0 0 31 Dec 2022
Speeding up NAS with Adaptive Subset Selection Vishak Prasad Colin White P. Jain Sibasis Nayak Ganesh Ramakrishnan BDL 21 5 0 02 Nov 2022
Tiered Pruning for Efficient Differentialble Inference-Aware Neural Architecture Search Slawomir Kierat Mateusz Sieniawski Denys Fridman Chendi Yu Szymon Migacz Pawel M. Morkisz A. Fit-Florea 3DPC 19 0 0 23 Sep 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 28 2 0 21 Jul 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
Sparse Structure Search for Parameter-Efficient Tuning Shengding Hu Zhen Zhang Ning Ding Yadao Wang Yasheng Wang Zhiyuan Liu Maosong Sun 37 16 0 15 Jun 2022
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks Shanghua Gao Zhong-Yu Li Qi Han Ming-Ming Cheng Liang Wang 32 34 0 14 Jun 2022
Towards Self-supervised and Weight-preserving Neural Architecture Search Zhuowei Li Yibo Gao Zhenzhou Zha Hu Zhiqiang Qing Xia Shaoting Zhang Dimitris N. Metaxas 27 4 0 08 Jun 2022
Warm-starting DARTS using meta-learning Matej Grobelnik Joaquin Vanschoren AI4CE 29 1 0 12 May 2022
Less is More: Proxy Datasets in NAS approaches Brian B. Moser Federico Raue Jörn Hees Andreas Dengel DD 19 6 0 14 Mar 2022
$β$ -DARTS: Beta-Decay Regularization for Differentiable Architecture Search Peng Ye Baopu Li Yikang Li Tao Chen Jiayuan Fan Wanli Ouyang 16 101 0 03 Mar 2022
An Efficient End-to-End 3D Voxel Reconstruction based on Neural Architecture Search Yongdong Huang Yuanzhan Li Xulong Cao Siyu Zhang Shen Cai Ting Lu Jie Wang Yuqiao Liu 3DV 24 1 0 27 Feb 2022
Learning Features with Parameter-Free Layers Dongyoon Han Y. Yoo Beomyoung Kim Byeongho Heo 35 8 0 06 Feb 2022
DropNAS: Grouped Operation Dropout for Differentiable Architecture Search Weijun Hong Guilin Li Weinan Zhang Ruiming Tang Yunhe Wang Zhenguo Li Yong Yu OOD 41 54 0 27 Jan 2022
Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search Jay P. Gala P. Xie 34 1 0 01 Dec 2021
Value-Function-based Sequential Minimization for Bi-level Optimization Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 40 30 0 11 Oct 2021
Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond Risheng Liu Yaohua Liu Shangzhi Zeng Jin Zhang 21 80 0 01 Oct 2021
Delve into the Performance Degradation of Differentiable Architecture Search Jiuling Zhang Zhiming Ding 33 1 0 28 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
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization Huiqun Wang Ruijie Yang Di Huang Yunhong Wang 16 27 0 25 Aug 2021
Rethinking Architecture Selection in Differentiable NAS Ruochen Wang Minhao Cheng Xiangning Chen Xiaocheng Tang Cho-Jui Hsieh 30 172 0 10 Aug 2021
A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization Risheng Liu Xuan Liu Xiaoming Yuan Shangzhi Zeng Jin Zhang 15 79 0 15 Jun 2021
Searching Efficient Model-guided Deep Network for Image Denoising Qiang Ning W. Dong Xin Li Jinjian Wu Leida Li Guangming Shi 33 7 0 06 Apr 2021
AutoSpace: Neural Architecture Search with Less Human Interference Daquan Zhou Xiaojie Jin Xiaochen Lian Linjie Yang Yujing Xue Qibin Hou Jiashi Feng 26 10 0 22 Mar 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search Guanting Liu Yujie Zhong Sheng Guo Matthew R. Scott Weilin Huang AI4CE 21 2 0 11 Jan 2021
DSRNA: Differentiable Search of Robust Neural Architectures Ramtin Hosseini Xingyi Yang P. Xie OOD AAML 29 50 0 11 Dec 2020
Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement Risheng Liu Long Ma Jiaao Zhang Xin-Yue Fan Zhongxuan Luo 38 568 0 10 Dec 2020
Learning by Passing Tests, with Application to Neural Architecture Search Xuefeng Du Haochen Zhang P. Xie 18 4 0 30 Nov 2020
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 35 48 0 02 Oct 2020
Disentangled Neural Architecture Search Xinyue Zheng Peng Wang Qigang Wang Zhongchao Shi AI4CE 27 4 0 24 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 34 79 0 17 Sep 2020
An Asymptotically Optimal Multi-Armed Bandit Algorithm and Hyperparameter Optimization Yimin Huang Yujun Li Hanrong Ye Zhenguo Li Zhihua Zhang 27 7 0 11 Jul 2020
NASGEM: Neural Architecture Search via Graph Embedding Method Hsin-Pai Cheng Tunhou Zhang Yixing Zhang Shiyu Li Feng Liang Feng Yan Meng Li Vikas Chandra H. Li Yiran Chen GNN 29 19 0 08 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
Fine-Tuning DARTS for Image Classification M. Tanveer Muhammad Umar Karim Khan C. Kyung 31 49 0 16 Jun 2020
Multi-fidelity Neural Architecture Search with Knowledge Distillation I. Trofimov Nikita Klyuchnikov Mikhail Salnikov Alexander N. Filippov Evgeny Burnaev 32 15 0 15 Jun 2020
ResKD: Residual-Guided Knowledge Distillation Xuewei Li Songyuan Li Bourahla Omar Fei Wu Xi Li 21 47 0 08 Jun 2020
Geometry-Aware Gradient Algorithms for Neural Architecture Search Liam Li M. Khodak Maria-Florina Balcan Ameet Talwalkar 31 67 0 16 Apr 2020
NAS-Count: Counting-by-Density with Neural Architecture Search Yutao Hu Xiaolong Jiang Xuhui Liu Baochang Zhang Jungong Han Xianbin Cao David Doermann 35 89 0 29 Feb 2020