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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
EmotionNAS: Two-stream Neural Architecture Search for Speech Emotion RecognitionInterspeech (Interspeech), 2022 Haiyang Sun Zheng Lian B. Liu Yong Li Guoying Zhao Cong Cai Jianhua Tao Ming Wang Yuan Cheng 127 10 0 25 Mar 2022
U-Boost NAS: Utilization-Boosted Differentiable Neural Architecture SearchEuropean Conference on Computer Vision (ECCV), 2022 A. C. Yüzügüler Nikolaos Dimitriadis P. Frossard 125 3 0 23 Mar 2022
EAutoDet: Efficient Architecture Search for Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Xiaoxing Wang Jiale Lin Junchi Yan Juanping Zhao Yunbo Wang 209 25 0 21 Mar 2022
Vision Transformer with Convolutions Architecture Search Haichao Zhang K. Hao Witold Pedrycz Lei Gao Xue-song Tang Bing Wei ViT 112 8 0 20 Mar 2022
Meta-Learning of NAS for Few-shot Learning in Medical Image Applications Viet-Khoa Vo-Ho Kashu Yamazaki Hieu T. Hoang Minh-Triet Tran Ngan Le 146 5 0 16 Mar 2022
On Redundancy and Diversity in Cell-based Neural Architecture SearchInternational Conference on Learning Representations (ICLR), 2022 Xingchen Wan Binxin Ru Pedro M. Esperancca Zhenguo Li 213 23 0 16 Mar 2022
Learning Where To Look -- Generative NAS is Surprisingly EfficientEuropean Conference on Computer Vision (ECCV), 2022 Jovita Lukasik Steffen Jung Margret Keuper 258 19 0 16 Mar 2022
Towards Less Constrained Macro-Neural Architecture Search Vasco Lopes L. A. Alexandre 206 5 0 10 Mar 2022
LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language ModelsNeural Information Processing Systems (NeurIPS), 2022 Mojan Javaheripi Gustavo de Rosa Subhabrata Mukherjee S. Shah Tomasz Religa C. C. T. Mendes Sébastien Bubeck F. Koushanfar Debadeepta Dey 180 23 0 04 Mar 2022
$β$ -DARTS: Beta-Decay Regularization for Differentiable Architecture SearchComputer Vision and Pattern Recognition (CVPR), 2022 Peng Ye Baopu Li Yikang Li Tao Chen Jiayuan Fan Wanli Ouyang 138 130 0 03 Mar 2022
SUTD-PRCM Dataset and Neural Architecture Search Approach for Complex Metasurface Design Tianning Zhang Y. Ang Erping Li C. Kee L. Ang 130 2 0 24 Feb 2022
Towards Tailored Models on Private AIoT Devices: Federated Direct Neural Architecture SearchIEEE Internet of Things Journal (IEEE IoT J.), 2022 Chunhui Zhang Xiaoming Yuan Qianyun Zhang Guangxu Zhu Lei Cheng Ning Zhang FedML OOD 163 18 0 23 Feb 2022
Neural Architecture Search for Dense Prediction Tasks in Computer VisionInternational Journal of Computer Vision (IJCV), 2022 T. Elsken Arber Zela J. H. Metzen B. Staffler Thomas Brox Abhinav Valada Katharina Eggensperger OOD 156 23 0 15 Feb 2022
Boundary Defense Against Black-box Adversarial AttacksInternational Conference on Pattern Recognition (ICPR), 2022 Manjushree B. Aithal Xiaohua Li AAML 147 7 0 31 Jan 2022
DropNAS: Grouped Operation Dropout for Differentiable Architecture Search Weijun Hong Guilin Li Weinan Zhang Ruiming Tang Yunhe Wang Zhenguo Li Yong Yu OOD 174 57 0 27 Jan 2022
Hyper-Tune: Towards Efficient Hyper-parameter Tuning at ScaleProceedings of the VLDB Endowment (PVLDB), 2022 Yan Zhao Yu Shen Huaijun Jiang Wentao Zhang Jixiang Li Ji Liu Ce Zhang Tengjiao Wang 148 29 0 18 Jan 2022
DARTS without a Validation Set: Optimizing the Marginal Likelihood M. Fil Binxin Ru Clare Lyle Y. Gal 112 2 0 24 Dec 2021
AutoCTS: Automated Correlated Time Series Forecasting -- Extended VersionProceedings of the VLDB Endowment (PVLDB), 2021 Xinle Wu Dalin Zhang Chenjuan Guo Chaoyang He B. Yang Christian S. Jensen AI4TS 161 85 0 21 Dec 2021
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNetComputer Vision and Pattern Recognition (CVPR), 2021 Cheng-Fang Peng Andriy Myronenko Ali Hatamizadeh V. Nath M. R. Siddiquee Yufan He Daguang Xu Ramalingam Chellappa Dong Yang SSeg 207 25 0 20 Dec 2021
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 360 30 0 16 Dec 2021
A Fully Single Loop Algorithm for Bilevel Optimization without Hessian Inverse Junyi Li Bin Gu Heng-Chiao Huang 252 82 0 09 Dec 2021
Exploring Complicated Search Spaces with Interleaving-Free SamplingIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Yunjie Tian Lingxi Xie Jiemin Fang Jianbin Jiao QiXiang Ye Qi Tian 186 0 0 05 Dec 2021
Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search Jay P. Gala P. Xie 322 1 0 01 Dec 2021
Training BatchNorm Only in Neural Architecture Search and Beyond Yichen Zhu Jie Du Yuqin Zhu Yi Wang Zhicai Ou Feifei Feng Jian Tang 233 1 0 01 Dec 2021
Improving Differentiable Architecture Search with a Generative Model Ruisi Zhang Youwei Liang Sai Ashish Somayajula P. Xie OOD 140 0 0 30 Nov 2021
MAPLE: Microprocessor A Priori for Latency Estimation Saad Abbasi Alexander Wong M. Shafiee 149 13 0 30 Nov 2021
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs Guohao Ying Xin He Bin-Bin Gao Bo Han Xiaowen Chu 147 25 0 30 Nov 2021
Searching the Search Space of Vision Transformer Minghao Chen Kan Wu Bolin Ni Houwen Peng Bei Liu Jianlong Fu Hongyang Chao Haibin Ling ViT 156 66 0 29 Nov 2021
ArchRepair: Block-Level Architecture-Oriented Repairing for Deep Neural NetworksACM Transactions on Software Engineering and Methodology (TOSEM), 2021 Hua Qi Zhijie Wang Qing Guo Jianlang Chen Felix Juefei Xu Lei Ma Jianjun Zhao AAML AI4CE 197 19 0 26 Nov 2021
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning RuleComputer Vision and Pattern Recognition (CVPR), 2021 Miao Zhang Jilin Hu Steven W. Su Shirui Pan Xiaojun Chang B. Yang Gholamreza Haffari OOD 255 19 0 25 Nov 2021
Stacked BNAS: Rethinking Broad Convolutional Neural Network for Neural Architecture Search Zixiang Ding Yaran Chen Nannan Li Dong Zhao C. L. Philip Chen 147 11 0 15 Nov 2021
NAS-Bench-x11 and the Power of Learning Curves Shen Yan Colin White Yash Savani Katharina Eggensperger 175 33 0 05 Nov 2021
Guided Evolution for Neural Architecture Search Vasco Lopes Miguel Santos Bruno Degardin Luís A. Alexandre 119 9 0 28 Oct 2021
Towards a Robust Differentiable Architecture Search under Label NoiseIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 Christian Simon Piotr Koniusz L. Petersson Yan Han Mehrtash Harandi NoLa AAML OOD 127 5 0 23 Oct 2021
On the Security Risks of AutoMLUSENIX Security Symposium (USENIX Security), 2021 Ren Pang Zhaohan Xi S. Ji Xiapu Luo Ting Wang AAML 146 15 0 12 Oct 2021
NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse TasksNeural Information Processing Systems (NeurIPS), 2021 Renbo Tu Nicholas Roberts M. Khodak Jun Shen Frederic Sala Ameet Talwalkar 213 39 0 12 Oct 2021
ZARTS: On Zero-order Optimization for Neural Architecture SearchNeural Information Processing Systems (NeurIPS), 2021 Xiaoxing Wang Wenxuan Guo Junchi Yan Jianlin Su Xiaokang Yang 172 33 0 10 Oct 2021
Observations on K-image Expansion of Image-Mixing Augmentation for ClassificationIEEE Access (IEEE Access), 2021 Joonhyun Jeong Sungmin Cha Jongwon Choi Sangdoo Yun Taesup Moon Y. Yoo VLM 208 7 0 08 Oct 2021
An Analysis of Super-Net Heuristics in Weight-Sharing NAS Kaicheng Yu René Ranftl Mathieu Salzmann 136 6 0 04 Oct 2021
DAAS: Differentiable Architecture and Augmentation Policy Search Xiaoxing Wang Xiangxiang Chu Junchi Yan Xiaokang Yang 132 5 0 30 Sep 2021
Delve into the Performance Degradation of Differentiable Architecture Search Jiuling Zhang Zhiming Ding 134 1 0 28 Sep 2021
Profiling Neural Blocks and Design Spaces for Mobile Neural Architecture SearchInternational Conference on Information and Knowledge Management (CIKM), 2021 Keith G. Mills Fred X. Han Jialin Zhang Seyed Saeed Changiz Rezaei Fabián A. Chudak Wei Lu Shuo Lian Shangling Jui Di Niu 126 11 0 25 Sep 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 LearningInternational Conference on Information and Knowledge Management (CIKM), 2021 Keith G. Mills Fred X. Han Mohammad Salameh Seyed Saeed Changiz Rezaei Linglong Kong Wei Lu Shuo Lian Shangling Jui Di Niu 157 12 0 25 Sep 2021
Self-Supervised Neural Architecture Search for Imbalanced Datasets A. Timofeev Grigorios G. Chrysos Volkan Cevher OOD 130 5 0 17 Sep 2021
Neural Architecture Search in operational context: a remote sensing case-study Anthony Cazasnoves Pierre-Antoine Ganaye Kévin Sanchis Tugdual Ceillier 106 0 0 15 Sep 2021
Pareto-wise Ranking Classifier for Multi-objective Evolutionary Neural Architecture Search Lianbo Ma Nan Li Guo-Ding Yu Xiao Geng Min Huang Xingwei Wang 176 76 0 14 Sep 2021
DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture Kaichen Zhou Lanqing Hong Shuailiang Hu Fengwei Zhou Binxin Ru Jiashi Feng Zhenguo Li 156 11 0 13 Sep 2021
Neural Ensemble Search via Bayesian SamplingConference on Uncertainty in Artificial Intelligence (UAI), 2021 Yao Shu Yizhou Chen Zhongxiang Dai Bryan Kian Hsiang Low BDL 153 8 0 06 Sep 2021
Edge-featured Graph Neural Architecture Search Shaofei Cai Liang Li Xinzhe Han Zhengjun Zha Qingming Huang 96 7 0 03 Sep 2021
Analyzing and Mitigating Interference in Neural Architecture SearchInternational Conference on Machine Learning (ICML), 2021 Jin Xu Xu Tan Kaitao Song Renqian Luo Yichong Leng Tao Qin Tie-Yan Liu Jian Li MoMe 214 30 0 29 Aug 2021