Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search

27 November 2019

Papers citing "Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search"

48 / 48 papers shown

Title
FX-DARTS: Designing Topology-unconstrained Architectures with Differentiable Architecture Search and Entropy-based Super-network Shrinking Xuan Rao Bo Zhao Derong Liu Cesare Alippi 49 0 0 25 Apr 2025
Differentiable Prompt Learning for Vision Language Models Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao VLM 32 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 32 0 0 22 Sep 2024
Evolution and Efficiency in Neural Architecture Search: Bridging the Gap Between Expert Design and Automated Optimization Fanfei Meng Chen-Ao Wang Alexander Brown 13 1 0 11 Feb 2024
Masked Autoencoders Are Robust Neural Architecture Search Learners Yiming Hu Xiangxiang Chu Bo Zhang OOD 44 0 0 20 Nov 2023
Robustifying DARTS by Eliminating Information Bypass Leakage via Explicit Sparse Regularization Jiuling Zhang Zhiming Ding AAML 29 3 0 12 Jun 2023
Rethink DARTS Search Space and Renovate a New Benchmark Jiuling Zhang Zhiming Ding 35 1 0 12 Jun 2023
GeNAS: Neural Architecture Search with Better Generalization Joonhyun Jeong Joonsang Yu Geondo Park Dongyoon Han Y. Yoo 30 4 0 15 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 45 2 0 08 May 2023
Differentiable Genetic Programming for High-dimensional Symbolic Regression Peng Zeng Xiaotian Song Andrew Lensen Yuwei Ou Yanan Sun Mengjie Zhang Jiancheng Lv 42 2 0 18 Apr 2023
Binarizing Sparse Convolutional Networks for Efficient Point Cloud Analysis Xiuwei Xu Ziwei Wang Jie Zhou Jiwen Lu 3DPC MQ 40 6 0 27 Mar 2023
Performance-aware Approximation of Global Channel Pruning for Multitask CNNs Hancheng Ye Bo Zhang Tao Chen Jiayuan Fan Bin Wang 42 18 0 21 Mar 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 53 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 41 12 0 14 Jan 2023
PredNAS: A Universal and Sample Efficient Neural Architecture Search Framework Liuchun Yuan Zehao Huang Naiyan Wang 33 0 0 26 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 26 3 0 01 Oct 2022
Towards Regression-Free Neural Networks for Diverse Compute Platforms Rahul Duggal Hao Zhou Shuo Yang Jun Fang Yuanjun Xiong Wei Xia UQCV 38 1 0 27 Sep 2022
Partial Connection Based on Channel Attention for Differentiable Neural Architecture Search Yu Xue Jiafeng Qin 40 56 0 01 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 33 2 0 21 Jul 2022
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks Shanghua Gao Zhong-Yu Li Qi Han Ming-Ming Cheng Liang Wang 42 35 0 14 Jun 2022
Warm-starting DARTS using meta-learning Matej Grobelnik Joaquin Vanschoren AI4CE 33 1 0 12 May 2022
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search Yameng Peng A. Song V. Ciesielski Haytham M. Fayek Xiaojun Chang 31 14 0 27 Apr 2022
Automating Neural Architecture Design without Search Zixuan Liang Yanan Sun 3DV 28 0 0 21 Apr 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
Learning Features with Parameter-Free Layers Dongyoon Han Y. Yoo Beomyoung Kim Byeongho Heo 35 8 0 06 Feb 2022
AutoGEL: An Automated Graph Neural Network with Explicit Link Information Zhiling Wang Shimin Di Lei Chen GNN AI4CE 22 39 0 02 Dec 2021
Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search Jay P. Gala P. Xie 42 1 0 01 Dec 2021
DAAS: Differentiable Architecture and Augmentation Policy Search Xiaoxing Wang Xiangxiang Chu Junchi Yan Xiaokang Yang 24 5 0 30 Sep 2021
Delve into the Performance Degradation of Differentiable Architecture Search Jiuling Zhang Zhiming Ding 35 1 0 28 Sep 2021
Self-Supervised Neural Architecture Search for Imbalanced Datasets A. Timofeev Grigorios G. Chrysos V. Cevher OOD 37 5 0 17 Sep 2021
RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving Ruochen Wang Xiangning Chen Minhao Cheng Xiaocheng Tang Cho-Jui Hsieh 45 13 0 18 Aug 2021
Is Differentiable Architecture Search truly a One-Shot Method? Jonas Geiping Jovita Lukasik Margret Keuper Michael Moeller 30 0 0 12 Aug 2021
AdvRush: Searching for Adversarially Robust Neural Architectures J. Mok Byunggook Na Hyeokjun Choe Sungroh Yoon OOD AAML 27 44 0 03 Aug 2021
Accelerating Neural Architecture Search via Proxy Data Byunggook Na J. Mok Hyeokjun Choe Sungroh Yoon 16 18 0 09 Jun 2021
Reconsidering CO2 emissions from Computer Vision André Fu Mahdi S. Hosseini Konstantinos N. Plataniotis 26 12 0 18 Apr 2021
OPANAS: One-Shot Path Aggregation Network Architecture Search for Object Detection Tingting Liang Yongtao Wang Zhi Tang Guosheng Hu Haibin Ling ObjD 26 50 0 08 Mar 2021
Unchain the Search Space with Hierarchical Differentiable Architecture Search Guanting Liu Yujie Zhong Sheng Guo Matthew R. Scott Weilin Huang AI4CE 29 2 0 11 Jan 2021
Learning by Passing Tests, with Application to Neural Architecture Search Xuefeng Du Haochen Zhang P. Xie 20 4 0 30 Nov 2020
BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures Tianchen Zhao Xuefei Ning Xiangsheng Shi Songyi Yang Shuang Liang Peng Lei Jianfei Chen Huazhong Yang Yu Wang MQ 26 7 0 21 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 37 48 0 02 Oct 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 33 90 0 11 Jun 2020
Stabilizing Differentiable Architecture Search via Perturbation-based Regularization Xiangning Chen Cho-Jui Hsieh 37 203 0 12 Feb 2020
MixPath: A Unified Approach for One-shot Neural Architecture Search Xiangxiang Chu Shun Lu Xudong Li Bo Zhang 26 21 0 16 Jan 2020
DARTS+: Improved Differentiable Architecture Search with Early Stopping Hanwen Liang Shifeng Zhang Jiacheng Sun Xingqiu He Weiran Huang Kechen Zhuang Zhenguo Li 28 287 0 13 Sep 2019
SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search Xiangxiang Chu Bo Zhang Qingyuan Li Ruijun Xu Xudong Li 26 24 0 16 Aug 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,331 0 05 Nov 2016