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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
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 238 30 0 29 Aug 2021
Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded MetricsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Wuyang Chen Xinyu Gong Junru Wu Yunchao Wei Humphrey Shi Zhicheng Yan Yi Yang Zinan Lin 205 18 0 26 Aug 2021
PocketNet: Extreme Lightweight Face Recognition Network using Neural Architecture Search and Multi-Step Knowledge DistillationIEEE Access (IEEE Access), 2021 Fadi Boutros Patrick Siebke Marcel Klemt Naser Damer Florian Kirchbuchner Arjan Kuijper CVBM 201 69 0 24 Aug 2021
MS-DARTS: Mean-Shift Based Differentiable Architecture Search J. Hsieh Ming-Ching Chang Ping-Yang Chen Santanu Santra Cheng-Han Chou Chih-Sheng Huang OOD 169 2 0 23 Aug 2021
D-DARTS: Distributed Differentiable Architecture Search Alexandre Heuillet Hedi Tabia Hichem Arioui K. Youcef-Toumi 209 1 0 20 Aug 2021
RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving Ruochen Wang Xiangning Chen Minhao Cheng Xiaocheng Tang Cho-Jui Hsieh 260 14 0 18 Aug 2021
CONet: Channel Optimization for Convolutional Neural Networks Mahdi S. Hosseini Jing Zhang Zhe Liu André Fu Jingxuan Su Mathieu Tuli Sepehr Hosseini Arsh Kadakia Haoran Wang Konstantinos N. Plataniotis 106 5 0 15 Aug 2021
EEEA-Net: An Early Exit Evolutionary Neural Architecture SearchEngineering applications of artificial intelligence (EAAI), 2021 C. Termritthikun Yeshi Jamtsho Jirarat Ieamsaard P. Muneesawang Ivan Lee 90 60 0 13 Aug 2021
Is Differentiable Architecture Search truly a One-Shot Method? Jonas Geiping Jovita Lukasik Margret Keuper Michael Moeller 247 0 0 12 Aug 2021
Rethinking Architecture Selection in Differentiable NASInternational Conference on Learning Representations (ICLR), 2021 Ruochen Wang Minhao Cheng Xiangning Chen Xiaocheng Tang Cho-Jui Hsieh 212 197 0 10 Aug 2021
NASOA: Towards Faster Task-oriented Online Fine-tuning with a Zoo of ModelsIEEE International Conference on Computer Vision (ICCV), 2021 Hang Xu Ning Kang Gengwei Zhang Chuanlong Xie Xiaodan Liang Zhenguo Li OnRL 184 10 0 07 Aug 2021
Generic Neural Architecture Search via RegressionNeural Information Processing Systems (NeurIPS), 2021 Yuhong Li Cong Hao Pan Li Jinjun Xiong Deming Chen 179 33 0 04 Aug 2021
AdvRush: Searching for Adversarially Robust Neural Architectures J. Mok Byunggook Na Hyeokjun Choe Sungroh Yoon OOD AAML 207 50 0 03 Aug 2021
WAS-VTON: Warping Architecture Search for Virtual Try-on Network Zhenyu Xie Xujie Zhang Fuwei Zhao Haoye Dong Michael C. Kampffmeyer Haonan Yan Xiaodan Liang 199 32 0 01 Aug 2021
Multi-headed Neural Ensemble Search Ashwin Raaghav Narayanan Arber Zela Tonmoy Saikia Thomas Brox Katharina Eggensperger UQCV 124 4 0 09 Jul 2021
Core-set Sampling for Efficient Neural Architecture Search Jaewoong Shim Kyeongbo Kong Suk-Ju Kang 273 28 0 08 Jul 2021
Integrating Large Circular Kernels into CNNs through Neural Architecture Search Kun He Chao Li Yixiao Yang Gao Huang John E. Hopcroft 305 12 0 06 Jul 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Hayeon Lee Eunyoung Hyung Sung Ju Hwang 230 50 0 02 Jul 2021
AdaXpert: Adapting Neural Architecture for Growing DataInternational Conference on Machine Learning (ICML), 2021 Shuaicheng Niu Jiaxiang Wu Guanghui Xu Yifan Zhang Yong Guo P. Zhao Peng Wang Zhuliang Yu 217 14 0 01 Jul 2021
AutoAdapt: Automated Segmentation Network Search for Unsupervised Domain Adaptation XueQing Deng Yi Zhu Yuxin Tian Shawn D. Newsam OOD 132 3 0 24 Jun 2021
Connection Sensitivity Matters for Training-free DARTS: From Architecture-Level Scoring to Operation-Level Sensitivity Analysis Miao Zhang Wei Huang Li Wang 185 1 0 22 Jun 2021
iDARTS: Differentiable Architecture Search with Stochastic Implicit GradientsInternational Conference on Machine Learning (ICML), 2021 Miao Zhang Steven W. Su Shirui Pan Xiaojun Chang Ehsan Abbasnejad Reza Haffari 249 77 0 21 Jun 2021
Sphynx: ReLU-Efficient Network Design for Private InferenceIEEE Security and Privacy (IEEE S&P), 2021 Minsu Cho Zahra Ghodsi Brandon Reagen S. Garg Chinmay Hegde 150 29 0 17 Jun 2021
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning Hayeon Lee Sewoong Lee Song Chong Sung Ju Hwang 213 31 0 16 Jun 2021
Learning Deep Morphological Networks with Neural Architecture SearchPattern Recognition (Pattern Recogn.), 2021 Yufei Hu Nacim Belkhir Jesús Angulo Angela Yao Gianni Franchi AI4CE 127 25 0 14 Jun 2021
Zero-Cost Operation Scoring in Differentiable Architecture SearchAAAI Conference on Artificial Intelligence (AAAI), 2021 Li Xiang Łukasz Dudziak Mohamed S. Abdelfattah Thomas C. P. Chau Nicholas D. Lane Hongkai Wen 187 10 0 12 Jun 2021
K-shot NAS: Learnable Weight-Sharing for NAS with K-shot SupernetsInternational Conference on Machine Learning (ICML), 2021 Xiu Su Shan You Mingkai Zheng Haiwei Yang Chao Qian Changshui Zhang Chang Xu 171 38 0 11 Jun 2021
Accelerating Neural Architecture Search via Proxy DataInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Byunggook Na J. Mok Hyeokjun Choe Sungroh Yoon 171 23 0 09 Jun 2021
Query Attack by Multi-Identity SurrogatesIEEE Transactions on Artificial Intelligence (IEEE TAI), 2021 Sizhe Chen Zhehao Huang Qinghua Tao Xiaolin Huang AAML 335 6 0 31 May 2021
Memory-Efficient Differentiable Transformer Architecture SearchFindings (Findings), 2021 Yuekai Zhao Li Dong Yelong Shen Zhihua Zhang Furu Wei Weizhu Chen ViT 205 19 0 31 May 2021
FNAS: Uncertainty-Aware Fast Neural Architecture Search Jihao Liu Ming Zhang Yangting Sun B. Liu Guanglu Song Yu Liu Jiaming Song 244 7 0 25 May 2021
Neighborhood-Aware Neural Architecture SearchBritish Machine Vision Conference (BMVC), 2021 Xiaofang Wang Shengcao Cao Mengtian Li Kris Kitani 252 6 0 13 May 2021
Generalization Guarantees for Neural Architecture Search with Train-Validation SplitInternational Conference on Machine Learning (ICML), 2021 Samet Oymak Mingchen Li Mahdi Soltanolkotabi AI4CE OOD 250 18 0 29 Apr 2021
Landmark Regularization: Ranking Guided Super-Net Training in Neural Architecture SearchComputer Vision and Pattern Recognition (CVPR), 2021 Kaicheng Yu René Ranftl Mathieu Salzmann OOD 138 20 0 12 Apr 2021
Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing DetectionInterspeech (Interspeech), 2021 W. Ge Michele Panariello J. Patino Massimiliano Todisco Nicholas W. D. Evans 3DPC 259 33 0 07 Apr 2021
One-Shot Neural Ensemble Architecture Search by Diversity-Guided Search Space ShrinkingComputer Vision and Pattern Recognition (CVPR), 2021 Minghao Chen Houwen Peng Jianlong Fu Haibin Ling 173 22 0 01 Apr 2021
RetrievalFuse: Neural 3D Scene Reconstruction with a DatabaseIEEE International Conference on Computer Vision (ICCV), 2021 Yawar Siddiqui Justus Thies Fangchang Ma Qi Shan Matthias Nießner Pawan Goyal 3DV 134 32 0 31 Mar 2021
Rethinking Neural Operations for Diverse TasksNeural Information Processing Systems (NeurIPS), 2021 Nicholas Roberts M. Khodak Tri Dao Liam Li Christopher Ré Ameet Talwalkar AI4CE 176 25 0 29 Mar 2021
Rethinking Graph Neural Architecture Search from Message-passingComputer Vision and Pattern Recognition (CVPR), 2021 Shaofei Cai Liang Li Jincan Deng Beichen Zhang Zhengjun Zha Li Su Qingming Huang GNN AI4CE 241 59 0 26 Mar 2021
MANAS: Multi-Scale and Multi-Level Neural Architecture Search for Low-Dose CT DenoisingIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Zexin Lu Wenjun Xia Yongqiang Huang Hongming Shan Hu Chen Jiliu Zhou Yan Zhang MedIm 138 28 0 24 Mar 2021
Fisher Task Distance and Its Application in Neural Architecture SearchIEEE Access (IEEE Access), 2021 Cat P. Le Mohammadreza Soltani Juncheng Dong Vahid Tarokh FedML 384 9 0 23 Mar 2021
NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition Pengzhen Ren Gang Xiao Xiaojun Chang Yun Xiao Zhihui Li Xiaojiang Chen ViT 149 5 0 17 Mar 2021
Searching by Generating: Flexible and Efficient One-Shot NAS with Architecture GeneratorComputer Vision and Pattern Recognition (CVPR), 2021 Sian-Yao Huang W. Chu 126 30 0 12 Mar 2021
Interleaving Learning, with Application to Neural Architecture Search Hao Ban P. Xie 140 2 0 12 Mar 2021
Learning by Teaching, with Application to Neural Architecture Search Parth Sheth Yueyu Jiang P. Xie 149 4 0 11 Mar 2021
Task-Adaptive Neural Network Search with Meta-Contrastive LearningNeural Information Processing Systems (NeurIPS), 2021 Wonyong Jeong Hayeon Lee G. Park Eunyoung Hyung Jinheon Baek Sung Ju Hwang 222 13 0 02 Mar 2021
Improved Automated Machine Learning from Transfer Learning Cat P. Le Mohammadreza Soltani Robert J. Ravier Vahid Tarokh 194 5 0 27 Feb 2021
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired PerspectiveInternational Conference on Learning Representations (ICLR), 2021 Wuyang Chen Xinyu Gong Zinan Lin OOD 470 269 0 23 Feb 2021
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture RecognitionAAAI Conference on Artificial Intelligence (AAAI), 2021 Benjia Zhou Yunan Li Jun Wan 3DH 219 31 0 10 Feb 2021
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image RecognitionIEEE International Conference on Computer Vision (ICCV), 2021 Ming Lin Pichao Wang Zhenhong Sun Hesen Chen Xiuyu Sun Qi Qian Hao Li Rong Jin 240 145 0 01 Feb 2021