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PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search

International Conference on Learning Representations (ICLR), 2019

12 July 2019

Guo-Jun Qi

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Papers citing "PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search"

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Title
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on GradientsInternational Conference on Learning Representations (ICLR), 2023 Guihong Li Yuedong Yang Kartikeya Bhardwaj R. Marculescu 436 81 0 26 Jan 2023
RD-NAS: Enhancing One-shot Supernet Ranking Ability via Ranking Distillation from Zero-cost ProxiesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Peijie Dong Xin-Yi Niu Lujun Li Zhiliang Tian Xiaodong Wang Zimian Wei H. Pan Dongsheng Li 250 17 0 24 Jan 2023
Model Agnostic Sample Reweighting for Out-of-Distribution LearningInternational Conference on Machine Learning (ICML), 2023 Xiao Zhou Yong Lin Renjie Pi Weizhong Zhang Renzhe Xu Peng Cui Tong Zhang OODD 185 68 0 24 Jan 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Katharina Eggensperger 3DV AI4CE 385 188 0 20 Jan 2023
RNAS-CL: Robust Neural Architecture Search by Cross-Layer Knowledge DistillationInternational Journal of Computer Vision (IJCV), 2023 Utkarsh Nath Yancheng Wang Yingzhen Yang AAML 186 4 0 19 Jan 2023
$β$ -DARTS++: Bi-level Regularization for Proxy-robust Differentiable Architecture SearchIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Peng Ye Tong He Baopu Li Tao Chen Mengwei He Wanli Ouyang OOD 182 7 0 16 Jan 2023
Efficient Evaluation Methods for Neural Architecture Search: A SurveyIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Xiangning Xie Xiaotian Song Zeqiong Lv Gary G. Yen Weiping Ding Yizhou Sun 224 26 0 14 Jan 2023
Differentiable Search of Accurate and Robust Architectures Yuwei Ou Xiangning Xie Shan Gao Yanan Sun Kay Chen Tan Jiancheng Lv OOD AAML 201 2 0 28 Dec 2022
AutoPINN: When AutoML Meets Physics-Informed Neural Networks Xinle Wu Dalin Zhang Miao Zhang Chenjuan Guo Shuai Zhao Yi Zhang Huai Wang B. Yang PINN 103 4 0 08 Dec 2022
Differentiable Meta Multigraph Search with Partial Message Propagation on Heterogeneous Information NetworksAAAI Conference on Artificial Intelligence (AAAI), 2022 Chao Li Hao Xu Kun He 75 13 0 27 Nov 2022
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic DimensionAAAI Conference on Artificial Intelligence (AAAI), 2022 Xin He Jiangchao Yao Yuxin Wang Zhenheng Tang Ka Chu Cheung Simon See Bo Han Xiaowen Chu 196 15 0 23 Nov 2022
$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling Bicheng Guo Shuxuan Guo Miaojing Shi Jun Zhou Shibo He Jiming Chen Kaicheng Yu 148 2 0 18 Nov 2022
Revisiting Training-free NAS Metrics: An Efficient Training-based MethodIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Taojiannan Yang Linjie Yang Xiaojie Jin Chong Chen 146 13 0 16 Nov 2022
Construction of Hierarchical Neural Architecture Search Spaces based on Context-free GrammarsNeural Information Processing Systems (NeurIPS), 2022 Simon Schrodi Daniel Stoll Binxin Ru R. Sukthanker Thomas Brox Katharina Eggensperger 263 9 0 03 Nov 2022
Speeding up NAS with Adaptive Subset Selection Vishak Prasad Colin White P. Jain Sibasis Nayak Ganesh Ramakrishnan BDL 172 7 0 02 Nov 2022
Automated Dominative Subspace Mining for Efficient Neural Architecture Search Yaofo Chen Yong Guo Daihai Liao Fanbing Lv Hengjie Song James Tin-Yau Kwok Zhuliang Yu 322 6 0 31 Oct 2022
Efficient Automatic Machine Learning via Design Graphs Shirley Wu Jiaxuan You J. Leskovec Rex Ying GNN 158 1 0 21 Oct 2022
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face RecognitionNeural Information Processing Systems (NeurIPS), 2022 Samuel Dooley R. Sukthanker John P. Dickerson Colin White Katharina Eggensperger Micah Goldblum CVBM 285 30 0 18 Oct 2022
Extensible Proxy for Efficient NAS Yuhong Li Jiajie Li Cong Han P. Li Jinjun Xiong De-huai Chen 107 1 0 17 Oct 2022
$Λ$ -DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among CellsInternational Conference on Learning Representations (ICLR), 2022 Sajad Movahedi Melika Adabinejad Ayyoob Imani Arezou Keshavarz Mostafa Dehghani A. Shakery Babak N. Araabi 201 25 0 14 Oct 2022
DARTFormer: Finding The Best Type Of Attention Jason Brown Yiren Zhao Ilia Shumailov Robert D. Mullins 165 6 0 02 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 160 3 0 01 Oct 2022
DARTSRepair: Core-failure-set Guided DARTS for Network Robustness to Common CorruptionsPattern Recognition (Pattern Recogn.), 2022 Xuhong Ren Jianlang Chen Felix Juefei Xu Wanli Xue Qing Guo Lei Ma Jianjun Zhao Shengyong Chen AAML OOD 153 13 0 21 Sep 2022
Differentiable Bilevel Programming for Stackelberg Congestion Games Jiayang Li Jiahao Yu Qianni Wang Boyi Liu Zhaoran Wang Y. Nie 273 18 0 15 Sep 2022
Generalization Properties of NAS under Activation and Skip Connection SearchNeural Information Processing Systems (NeurIPS), 2022 Zhenyu Zhu Fanghui Liu Grigorios G. Chrysos Volkan Cevher AI4CE 286 20 0 15 Sep 2022
Differentiable Architecture Search with Random FeaturesComputer Vision and Pattern Recognition (CVPR), 2022 Xuanyang Zhang Yonggang Li Xinming Zhang Yongtao Wang Jian Sun 208 15 0 18 Aug 2022
Partial Connection Based on Channel Attention for Differentiable Neural Architecture SearchIEEE Transactions on Industrial Informatics (IEEE TII), 2022 Yu Xue Jiafeng Qin 215 67 0 01 Aug 2022
Guided Evolutionary Neural Architecture Search With Efficient Performance EstimationNeurocomputing (Neurocomputing), 2022 Vasco Lopes Miguel Santos Bruno Degardin L. A. Alexandre 218 10 0 22 Jul 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 143 2 0 21 Jul 2022
PASHA: Efficient HPO and NAS with Progressive Resource AllocationInternational Conference on Learning Representations (ICLR), 2022 Ondrej Bohdal Lukas Balles Martin Wistuba Beyza Ermis Cédric Archambeau Giovanni Zappella 283 13 0 14 Jul 2022
Long-term Reproducibility for Neural Architecture Search David Towers M. Forshaw Amir Atapour-Abarghouei A. Mcgough 212 1 0 11 Jul 2022
Noisy Heuristics NAS: A Network Morphism based Neural Architecture Search using Heuristics Suman Sapkota Binod Bhattarai 137 3 0 10 Jul 2022
Architecture Augmentation for Performance Predictor Based on Graph Isomorphism Xiangning Xie Yuqiao Liu Yanan Sun Mengjie Zhang Kay Chen Tan GNN AI4CE 177 2 0 03 Jul 2022
Shapley-NAS: Discovering Operation Contribution for Neural Architecture SearchComputer Vision and Pattern Recognition (CVPR), 2022 Han Xiao Ziwei Wang Zhengbiao Zhu Jie Zhou Jiwen Lu TDI 179 49 0 20 Jun 2022
RF-Next: Efficient Receptive Field Search for Convolutional Neural NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Shanghua Gao Zhong-Yu Li Qi Han Ming-Ming Cheng Liang Wang 272 41 0 14 Jun 2022
RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Qing Lu Xiaowei Xu Shunjie Dong Callie Hao Lei Yang Cheng Zhuo Yiyu Shi MedIm 192 5 0 08 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 118 4 0 08 Jun 2022
A Survey on Computationally Efficient Neural Architecture Search Shiqing Liu Haoyu Zhang Yaochu Jin 335 55 0 03 Jun 2022
Heat Source Layout Optimization Using Automatic Deep Learning Surrogate and Multimodal Neighborhood Search AlgorithmAnnals of Operations Research (Ann. Oper. Res.), 2022 Jialiang Sun Xiaohu Zheng Wen Yao Xiaoya Zhang Weien Zhou Xiaoqian Chen 140 4 0 16 May 2022
Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained AnalysisNeural Information Processing Systems (NeurIPS), 2022 Wuyang Chen Wei-Ping Huang Xinyu Gong Boris Hanin Zinan Lin 243 9 0 11 May 2022
Local Stochastic Bilevel Optimization with Momentum-Based Variance Reduction Junyi Li Feihu Huang Heng-Chiao Huang FedML 209 29 0 03 May 2022
Automating Neural Architecture Design without Search Zixuan Liang Yanan Sun 3DV 130 0 0 21 Apr 2022
SpiderNet: Hybrid Differentiable-Evolutionary Architecture Search via Train-Free Metrics Rob Geada A. Mcgough 112 2 0 20 Apr 2022
Efficient Architecture Search for Diverse TasksNeural Information Processing Systems (NeurIPS), 2022 Jun Shen M. Khodak Ameet Talwalkar 253 37 0 15 Apr 2022
Efficient Re-parameterization Operations Search for Easy-to-Deploy Network Based on Directional Evolutionary StrategyNeural Processing Letters (NPL), 2022 Xinyi Yu Xiaowei Wang Jintao Rong Mingyang Zhang Linlin Ou 141 2 0 13 Apr 2022
Enhancing the Robustness, Efficiency, and Diversity of Differentiable Architecture Search Chao Li Jia Ning Han Hu Kun He 87 1 0 10 Apr 2022
A Survey of Supernet Optimization and its Applications: Spatial and Temporal Optimization for Neural Architecture Search Stephen Cha Taehyeon Kim Hayeon Lee Se-Young Yun AI4CE 213 3 0 08 Apr 2022
ShiftNAS: Towards Automatic Generation of Advanced Mulitplication-Less Neural Networks Xiaoxuan Lou Guowen Xu Kangjie Chen Guanlin Li Jiwei Li Tianwei Zhang OOD MQ 113 0 0 07 Apr 2022
Generalizing Few-Shot NAS with Gradient MatchingInternational Conference on Learning Representations (ICLR), 2022 Shou-Yong Hu Ruochen Wang Lanqing Hong Zhenguo Li Cho-Jui Hsieh Jiashi Feng 169 26 0 29 Mar 2022
Demystifying the Neural Tangent Kernel from a Practical Perspective: Can it be trusted for Neural Architecture Search without training?Computer Vision and Pattern Recognition (CVPR), 2022 J. Mok Byunggook Na Ji-Hoon Kim Dongyoon Han Sungroh Yoon AAML 211 28 0 28 Mar 2022