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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"

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Title
QuickDrop: Efficient Federated Unlearning by Integrated Dataset Distillation Akash Dhasade Yaohong Ding Song Guo Anne-Marie Kermarrec M. Vos Leijie Wu MU DD 204 6 0 27 Nov 2023
NAS-ASDet: An Adaptive Design Method for Surface Defect Detection Network using Neural Architecture Search Zhenrong Wang Bin Li Weifeng Li Shuanlong Niu Wang Miao Tongzhi Niu 312 15 0 18 Nov 2023
AutoML for Large Capacity Modeling of Meta's Ranking SystemsThe Web Conference (WWW), 2023 Hang Yin Kuang-Hung Liu Mengying Sun Yuxin Chen Buyun Zhang ... Huayu Li Zhengxing Chen Wen-Yen Chen Jiyan Yang Wei Wen OffRL 256 2 0 14 Nov 2023
Machine learning's own Industrial Revolution Yuan Luo Song Han Jingjing Liu AI4CE 224 0 0 04 Nov 2023
Sequential Subset Matching for Dataset DistillationNeural Information Processing Systems (NeurIPS), 2023 Jiawei Du Qin Shi Qiufeng Wang DD 245 39 0 02 Nov 2023
TransXNet: Learning Both Global and Local Dynamics with a Dual Dynamic Token Mixer for Visual RecognitionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Meng Lou Hong-Yu Zhou Sibei Yang Yizhou Yu Chuan Wu Yizhou Yu ViT 496 87 0 30 Oct 2023
From the Pursuit of Universal AGI Architecture to Systematic Approach to Heterogenous AGI: Addressing Alignment, Energy, & AGI Grand ChallengesInternational Journal of Semantic Computing (IJSC), 2023 Eren Kurshan 391 0 0 23 Oct 2023
A Machine Learning-oriented Survey on Tiny Machine LearningIEEE Access (IEEE Access), 2023 Luigi Capogrosso Federico Cunico D. Cheng Franco Fummi Marco Cristani SyDa MU 362 79 0 21 Sep 2023
Band-gap regression with architecture-optimized message-passing neural networksChemistry of Materials (Chem. Mater.), 2023 Tim Bechtel Daniel T. Speckhard Jonathan Godwin Claudia Ambrosch-Draxl 191 2 0 12 Sep 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote SensingIEEE Geoscience and Remote Sensing Magazine (GRSM), 2023 Clifford Broni-Bediako Junshi Xia Xiangwei Zhu 257 15 0 12 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural NetworksIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 273 5 0 11 Sep 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AICommunications of the ACM (CACM), 2023 Dustin Wright Christian Igel Gabrielle Samuel Raghavendra Selvan 425 24 0 05 Sep 2023
A Review of Differentiable Digital Signal Processing for Music & Speech SynthesisFrontiers in Signal Processing (FSP), 2023 B. Hayes Jordie Shier Gyorgy Fazekas Andrew Mcpherson C. Saitis 226 40 0 29 Aug 2023
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot LearningIEEE Transactions on Evolutionary Computation (IEEE TEVC), 2023 Shiming Chen Shuhuang Chen W. Hou Weiping Ding Xinge You GAN 271 18 0 19 Aug 2023
A Survey on Multi-Objective Neural Architecture Search Seyed Mahdi Shariatzadeh M. Fathy R. Berangi M. Shahverdy 237 2 0 18 Jul 2023
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives S. Kumari Pravendra Singh OOD 267 48 0 18 Jul 2023
DDNAS: Discretized Differentiable Neural Architecture Search for Text ClassificationACM Transactions on Intelligent Systems and Technology (ACM TIST), 2023 Kuan-Yu Chen Cheng Li Kuo-Jung Lee 191 3 0 12 Jul 2023
Zero-Shot Neural Architecture Search: Challenges, Solutions, and OpportunitiesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Guihong Li Duc-Tuong Hoang Kartikeya Bhardwaj Ming Lin Zinan Lin R. Marculescu 377 39 0 05 Jul 2023
Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture Mehraveh Javan Matthew Toews M. Pedersoli 275 1 0 21 Jun 2023
Rethink DARTS Search Space and Renovate a New BenchmarkInternational Conference on Machine Learning (ICML), 2023 Jiuling Zhang Zhiming Ding 218 3 0 12 Jun 2023
BiSLS/SPS: Auto-tune Step Sizes for Stable Bi-level OptimizationNeural Information Processing Systems (NeurIPS), 2023 Chen Fan Gaspard Choné-Ducasse Mark Schmidt Christos Thrampoulidis 237 4 0 30 May 2023
Label-Efficient Learning in Agriculture: A Comprehensive ReviewComputers and Electronics in Agriculture (Comput. Electron. Agric.), 2023 Jiajia Li Dong Chen Xinda Qi Zhao Li Yanbo Huang Daniel Morris Xiaobo Tan 225 53 0 24 May 2023
Enhancing Speech Emotion Recognition Through Differentiable Architecture Search Thejan Rajapakshe R. Rana Sara Khalifa Berrak Sisman Björn Schuller 176 4 0 23 May 2023
Designing Optimal Behavioral Experiments Using Machine LearningeLife (eLife), 2023 Simon Valentin Steven Kleinegesse Neil R. Bramley P. Seriès Michael U. Gutmann Chris Lucas 247 5 0 12 May 2023
GPT-NAS: Evolutionary Neural Architecture Search with the Generative Pre-Trained ModelBig Data Mining and Analytics (BDMA), 2023 Caiyang Yu Xianggen Liu Wentao Feng Yun Liu Wentao Feng Deng Xiong Chenwei Tang Jiancheng Lv 244 3 0 09 May 2023
Multi-scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks Wenxuan Pan Feifei Zhao Bing Han Yi Zeng 322 2 0 21 Apr 2023
Task Difficulty Aware Parameter Allocation & Regularization for Lifelong LearningComputer Vision and Pattern Recognition (CVPR), 2023 Wenjin Wang Yunqing Hu Qianglong Chen Yin Zhang CLL 248 16 0 11 Apr 2023
Efficient Automation of Neural Network Design: A Survey on Differentiable Neural Architecture SearchACM Computing Surveys (ACM Comput. Surv.), 2023 Alexandre Heuillet A. Nasser Hichem Arioui Hedi Tabia AI4CE 329 26 0 11 Apr 2023
Are Neural Architecture Search Benchmarks Well Designed? A Deeper Look Into Operation ImportanceInformation Sciences (Inf. Sci.), 2023 Vasco Lopes Bruno Degardin L. A. Alexandre 213 7 0 29 Mar 2023
Online Non-Destructive Moisture Content Estimation of Filter Media During Drying Using Artificial Neural Networks C. R. Wewer Alexandros Iosifidis 84 2 0 27 Mar 2023
Core-Periphery Principle Guided Redesign of Self-Attention in Transformers Xiao-Xing Yu Lu Zhang Haixing Dai Yanjun Lyu Lin Zhao Zihao Wu David Liu Tianming Liu Dajiang Zhu GNN 139 13 0 27 Mar 2023
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Guoxuan Xia C. Bouganis UQCV 496 14 0 14 Mar 2023
Deep Learning for Inertial Positioning: A Survey Changhao Chen Xianfei Pan 183 93 0 07 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A surveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yang He Lingao Xiao 3DPC 352 256 0 01 Mar 2023
Full Stack Optimization of Transformer Inference: a Survey Sehoon Kim Coleman Hooper Thanakul Wattanawong Minwoo Kang Ruohan Yan ... Qijing Huang Kurt Keutzer Michael W. Mahoney Y. Shao A. Gholami MQ 283 148 0 27 Feb 2023
AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-TuningTransactions of the Association for Computational Linguistics (TACL), 2023 Han Zhou Xingchen Wan Ivan Vulić Anna Korhonen 230 50 0 28 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 405 190 0 20 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 248 27 0 14 Jan 2023
Source-Free Unsupervised Domain Adaptation: A SurveyNeural Networks (NN), 2022 Yuqi Fang P. Yap W. Lin Hongtu Zhu Mingxia Liu 503 144 0 31 Dec 2022
Meta-Learning for Automated Selection of Anomaly Detectors for Semi-Supervised DatasetsInternational Symposium on Intelligent Data Analysis (IDA), 2022 David Schubert Pritha Gupta Marcel Wever 153 3 0 24 Nov 2022
Minimizing the Accumulated Trajectory Error to Improve Dataset DistillationComputer Vision and Pattern Recognition (CVPR), 2022 Jiawei Du Yiding Jiang Vincent Y. F. Tan Qiufeng Wang Haizhou Li DD 239 155 0 20 Nov 2022
RUBICON: A Framework for Designing Efficient Deep Learning-Based Genomic BasecallersGenome Biology (GB), 2022 Gagandeep Singh M. Alser K. Denolf Can Firtina Alireza Khodamoradi Meryem Banu Cavlak Henk Corporaal O. Mutlu 352 17 0 06 Nov 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 237 26 0 14 Oct 2022
Compute-Efficient Deep Learning: Algorithmic Trends and OpportunitiesJournal of machine learning research (JMLR), 2022 Brian Bartoldson B. Kailkhura Davis W. Blalock 284 64 0 13 Oct 2022
EC-NAS: Energy Consumption Aware Tabular Benchmarks for Neural Architecture SearchIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Pedram Bakhtiarifard Christian Igel Raghavendra Selvan 454 15 0 12 Oct 2022
Residual-based error correction for neural operator accelerated infinite-dimensional Bayesian inverse problemsJournal of Computational Physics (JCP), 2022 Lianghao Cao Thomas O'Leary-Roseberry Prashant K. Jha J. Oden Omar Ghattas 258 33 0 06 Oct 2022
POPNASv2: An Efficient Multi-Objective Neural Architecture Search TechniqueIEEE International Joint Conference on Neural Network (IJCNN), 2022 Andrea Falanti Eugenio Lomurno Stefano Samele Danilo Ardagna Matteo Matteucci 107 9 0 06 Oct 2022
Toward Edge-Efficient Dense Predictions with Synergistic Multi-Task Neural Architecture SearchIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Thanh Tien Vu Yan-Quan Zhou Chun-Yung Wen Yueqi Li Jan-Michael Frahm 269 5 0 04 Oct 2022
NasHD: Efficient ViT Architecture Performance Ranking using Hyperdimensional Computing Dongning Ma Pengfei Zhao Xun Jiao 192 0 0 23 Sep 2022
Neural Networks Reduction via LumpingInternational Conference of the Italian Association for Artificial Intelligence (AIxIA), 2022 Dalila Ressi Riccardo Romanello S. Rossi Carla Piazza 211 5 0 15 Sep 2022

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A Comprehensive Survey of Neural Architecture Search: Challenges and Solutions

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