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A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions

ACM Computing Surveys (ACM CSUR), 2020

1 June 2020

Pengzhen Ren

Yun Xiao

Xiaojun Chang

Po-Yao (Bernie) Huang

Papers citing "A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions"

50 / 240 papers shown

Title
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
Survey on Evolutionary Deep Learning: Principles, Algorithms, Applications and Open IssuesACM Computing Surveys (ACM CSUR), 2022 Nan Li Lianbo Ma Guo-Ding Yu Bing Xue Mengjie Zhang Yaochu Jin 165 97 0 23 Aug 2022
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance AssessmentIEEE Transactions on Evolutionary Computation (TEVC), 2022 Zhichao Lu Ran Cheng Yaochu Jin Kay Chen Tan Kalyanmoy Deb 164 70 0 08 Aug 2022
HPO: We won't get fooled again Kalifou René Traoré Andrés Camero Xiao Xiang Zhu 102 0 0 04 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 143 2 0 21 Jul 2022
Single Model Uncertainty Estimation via Stochastic Data CenteringNeural Information Processing Systems (NeurIPS), 2022 Jayaraman J. Thiagarajan Rushil Anirudh V. Narayanaswamy P. Bremer UQCV OOD 154 31 0 14 Jul 2022
DASS: Differentiable Architecture Search for Sparse neural networksACM Transactions on Embedded Computing Systems (TECS), 2022 H. Mousavi Mohammad Loni Mina Alibeigi Masoud Daneshtalab 235 16 0 14 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
Machine Learning for Microcontroller-Class Hardware: A ReviewIEEE Sensors Journal (IEEE Sens. J.), 2022 Swapnil Sayan Saha S. Sandha Mani B. Srivastava 435 168 0 29 May 2022
Incremental Learning with Differentiable Architecture and Forgetting SearchIEEE International Joint Conference on Neural Network (IJCNN), 2022 James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 155 4 0 19 May 2022
A Hardware-Aware Framework for Accelerating Neural Architecture Search Across Modalities Daniel Cummings Anthony Sarah S. N. Sridhar Maciej Szankin J. P. Muñoz Sairam Sundaresan 214 9 0 19 May 2022
Warm-starting DARTS using meta-learning Matej Grobelnik Joaquin Vanschoren AI4CE 118 1 0 12 May 2022
Birds of A Feather Flock Together: Category-Divergence Guidance for Domain Adaptive SegmentationIEEE Transactions on Image Processing (IEEE TIP), 2022 Bo Yuan Danpei Zhao Shuai Shao Zehuan Yuan Changhu Wang 217 17 0 05 Apr 2022
A Comprehensive Survey on Automated Machine Learning for Recommendations Bo Chen Xiangyu Zhao Yejing Wang Wenqi Fan Huifeng Guo Ruiming Tang AI4TS 300 13 0 04 Apr 2022
A Semi-Decoupled Approach to Fast and Optimal Hardware-Software Co-Design of Neural Accelerators Bingqian Lu Zheyu Yan Yiyu Shi Shaolei Ren 179 2 0 25 Mar 2022
An Intelligent End-to-End Neural Architecture Search Framework for Electricity Forecasting Model DevelopmentINFORMS journal on computing (IJOC), 2022 Jin Yang Guangxin Jiang Ying-Fan Huang Ying Chen AI4TS 105 0 0 25 Mar 2022
Hardware Approximate Techniques for Deep Neural Network Accelerators: A SurveyACM Computing Surveys (ACM CSUR), 2022 Giorgos Armeniakos Georgios Zervakis Dimitrios Soudris J. Henkel 481 121 0 16 Mar 2022
Less is More: Proxy Datasets in NAS approaches Brian B. Moser Federico Raue Jörn Hees Andreas Dengel DD 163 14 0 14 Mar 2022
Towards Less Constrained Macro-Neural Architecture Search Vasco Lopes L. A. Alexandre 206 5 0 10 Mar 2022
Accelerating Neural Architecture Exploration Across Modalities Using Genetic Algorithms Daniel Cummings S. N. Sridhar Anthony Sarah Maciej Szankin AI4CE 130 0 0 25 Feb 2022
Pruning Networks with Cross-Layer Ranking & k-Reciprocal Nearest FiltersIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Mingbao Lin Liujuan Cao Yuxin Zhang Ling Shao Chia-Wen Lin Rongrong Ji 126 66 0 15 Feb 2022
Mold into a Graph: Efficient Bayesian Optimization over Mixed-Spaces Jaeyeon Ahn Taehyeon Kim Seyoung Yun 165 0 0 02 Feb 2022
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames Lyle Regenwetter Colin Weaver Faez Ahmed AI4CE 239 24 0 25 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
Integrating Physics-Based Modeling with Machine Learning for Lithium-Ion BatteriesSocial Science Research Network (SSRN), 2021 H. Tu S. Moura Yebin Wang H. Fang 154 124 0 24 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
Evaluating Generic Auto-ML Tools for Computational Pathology L. O. Schwen D. Schacherer C. Geißler A. Homeyer 92 14 0 07 Dec 2021
Logic Shrinkage: Learned FPGA Netlist Sparsity for Efficient Neural Network InferenceSymposium on Field Programmable Gate Arrays (FPGA), 2021 Erwei Wang James J. Davis G. Stavrou P. Cheung George A. Constantinides Mohamed S. Abdelfattah MQ 177 13 0 04 Dec 2021
TinyDefectNet: Highly Compact Deep Neural Network Architecture for High-Throughput Manufacturing Visual Quality Inspection M. Shafiee M. Famouri Gautam Bathla Francis Li Alexander Wong 118 6 0 29 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
Ultra-Low Power Keyword Spotting at the Edge Mehmet Gorkem Ulkar O. E. Okman 60 16 0 09 Nov 2021
Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems Kalifou René Traoré Andrés Camero Xiao Xiang Zhu 169 8 0 02 Nov 2021
One Proxy Device Is Enough for Hardware-Aware Neural Architecture SearchProceedings of the ACM on Measurement and Analysis of Computing Systems (POMACS), 2021 Bingqian Lu Jianyi Yang Weiwen Jiang Yiyu Shi Shaolei Ren 261 25 0 01 Nov 2021
Sustainable AI: Environmental Implications, Challenges and OpportunitiesConference on Machine Learning and Systems (MLSys), 2021 Carole-Jean Wu Ramya Raghavendra Udit Gupta Bilge Acun Newsha Ardalani ... Maximilian Balandat Joe Spisak R. Jain Michael G. Rabbat K. Hazelwood 339 520 0 30 Oct 2021
Active Learning for Deep Visual Tracking Di Yuan Xiaojun Chang Yi Yang Qiao Liu Dehua Wang Zhenyu He 177 123 0 17 Oct 2021
Reliable Shot Identification for Complex Event Detection via Visual-Semantic EmbeddingComputer Vision and Image Understanding (CVIU), 2021 Minnan Luo Xiaojun Chang Chen Gong 85 9 0 12 Oct 2021
Towards Explainable Real Estate Valuation via Evolutionary AlgorithmsAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2021 Sebastian Angrick Ben Bals Niko Hastrich M. Kleissl Jonas Schmidt Vanja Doskoc Maximilian Katzmann Louise Molitor Tobias Friedrich ELM 208 2 0 11 Oct 2021
Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problems Tommaso Giovannelli G. Kent Luis Nunes Vicente 237 14 0 01 Oct 2021
DS-Net++: Dynamic Weight Slicing for Efficient Inference in CNNs and Transformers Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 181 9 0 21 Sep 2021
Juvenile state hypothesis: What we can learn from lottery ticket hypothesis researches? Di Zhang 86 1 0 08 Sep 2021
ISyNet: Convolutional Neural Networks design for AI accelerator Alexey Letunovskiy Vladimir Korviakov V. Polovnikov Anastasiia Kargapoltseva I. Mazurenko Yepan Xiong 208 1 0 04 Sep 2021
Quantized Convolutional Neural Networks Through the Lens of Partial Differential EquationsResearch in the Mathematical Sciences (Res. Math. Sci.), 2021 Ido Ben-Yair Gil Ben Shalom Moshe Eliasof Eran Treister MQ 229 5 0 31 Aug 2021
D-DARTS: Distributed Differentiable Architecture Search Alexandre Heuillet Hedi Tabia Hichem Arioui K. Youcef-Toumi 173 1 0 20 Aug 2021
Evolutionary Algorithms in Approximate Computing: A Survey Lukás Sekanina 121 5 0 16 Aug 2021
Modality specific U-Net variants for biomedical image segmentation: A surveyArtificial Intelligence Review (AIR), 2021 Narinder Singh Punn Sonali Agarwal SSeg 311 187 0 09 Jul 2021
Differentiable Architecture Pruning for Transfer Learning Nicolo Colombo Yang Gao 136 2 0 07 Jul 2021
Integrating Large Circular Kernels into CNNs through Neural Architecture Search Kun He Chao Li Yixiao Yang Gao Huang John E. Hopcroft 233 12 0 06 Jul 2021
LV-BERT: Exploiting Layer Variety for BERTFindings (Findings), 2021 Weihao Yu Zihang Jiang Fei Chen Qibin Hou Jiashi Feng MQ 123 0 0 22 Jun 2021
Connection Sensitivity Matters for Training-free DARTS: From Architecture-Level Scoring to Operation-Level Sensitivity Analysis Miao Zhang Wei Huang Li Wang 161 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 223 77 0 21 Jun 2021