v1v2v3 (latest)

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 / 239 papers shown

Title
Interpreting Global Perturbation Robustness of Image Models using Axiomatic Spectral Importance Decomposition Róisín Luo James McDermott C. O'Riordan AAML 396 1 0 02 Aug 2024
SepAl: Sepsis Alerts On Low Power Wearables With Digital Biomarkers and On-Device Tiny Machine Learning Marco Giordano Kanika S. Dheman Michele Magno 170 6 0 31 Jul 2024
What Are Good Positional Encodings for Directed Graphs? Yinan Huang Haoyu Wang Pan Li 235 8 0 30 Jul 2024
MO-EMT-NAS: Multi-Objective Continuous Transfer of Architectural Knowledge Between Tasks from Different Datasets Peng Liao Xilu Wang Yaochu Jin WenLi Du 168 1 0 18 Jul 2024
KANQAS: Kolmogorov-Arnold Network for Quantum Architecture Search Akash Kundu Aritra Sarkar Abhishek Sadhu 255 47 0 25 Jun 2024
GC4NC: A Benchmark Framework for Graph Condensation on Node Classification with New Insights Shengbo Gong Juntong Ni Noveen Sachdeva Carl Yang Wei Jin DD 390 3 0 24 Jun 2024
Fair Differentiable Neural Network Architecture Search for Long-Tailed Data with Self-Supervised Learning Jiaming Yan 159 0 0 19 Jun 2024
A Comprehensive Survey on Machine Learning Driven Material Defect Detection Jun Bai Di Wu T. Shelley Peter Schubel David Twine John Russell Xuesen Zeng J. Zhang 279 20 0 12 Jun 2024
Protein pathways as a catalyst to directed evolution of the topology of artificial neural networks Oscar Lao Konstantinos Zacharopoulos A. Fournaris Rossano Schifanella Ioannis Arapakis 166 0 0 07 Jun 2024
einspace: Searching for Neural Architectures from Fundamental Operations Linus Ericsson Miguel Espinosa Chenhongyi Yang Antreas Antoniou Amos Storkey Shay B. Cohen Jingyu Sun Elliot J. Crowley 209 4 0 31 May 2024
PILA: Physics-Informed Low Rank Augmentation for Interpretable Earth Observation Yihang She Clement Atzberger Andrew Blake Adriano Gualandi Srinivasan Keshav AI4CE 192 1 0 29 May 2024
Manifold Metric: A Loss Landscape Approach for Predicting Model Performance Pranshu Malviya Jerry Huang A. Baratin Quentin Fournier Sarath Chandar 225 0 0 24 May 2024
When Large Language Model Meets OptimizationSwarm and Evolutionary Computation (Swarm Evol. Comput.), 2024 Sen Huang Kaixiang Yang Sheng Qi Rui Wang 249 41 0 16 May 2024
Box-Free Model Watermarks Are Prone to Black-Box Removal Attacks Haonan An Guang Hua Zhiping Lin Yuguang Fang AAML 173 2 0 16 May 2024
Neural Network Compression for Reinforcement Learning TasksScientific Reports (Sci Rep), 2024 Dmitry A. Ivanov D. Larionov Oleg V. Maslennikov V. Voevodin OffRL AI4CE 209 7 0 13 May 2024
Generative flow induced neural architecture search: Towards discovering optimal architecture in wavelet neural operator Hartej Soin Tapas Tripura Souvik Chakraborty 177 3 0 11 May 2024
From Algorithm to Hardware: A Survey on Efficient and Safe Deployment of Deep Neural NetworksIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Xue Geng Zhe Wang Chunyun Chen Qing Xu Kaixin Xu ... Zhenghua Chen M. Aly Jie Lin Ruibing Jin Xiaoli Li 267 7 0 09 May 2024
A Survey on Multimodal Wearable Sensor-based Human Action Recognition Jianyuan Ni Hao Tang Syed Tousiful Haque Yan Yan A. Ngu 236 20 0 14 Apr 2024
Structured Model Pruning for Efficient Inference in Computational Pathology Mohammed Adnan Qinle Ba Nazim Shaikh Shivam Kalra Satarupa Mukherjee A. Lorsakul MedIm 212 2 0 12 Apr 2024
ApproxDARTS: Differentiable Neural Architecture Search with Approximate Multipliers Michal Pinos Lukás Sekanina Vojtěch Mrázek MQ 153 2 0 08 Apr 2024
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 283 139 0 08 Apr 2024
Knowledge Distillation with Multi-granularity Mixture of Priors for Image Super-ResolutionInternational Conference on Learning Representations (ICLR), 2024 Simiao Li Yun-feng Zhang Wei Li Hanting Chen Wenjia Wang Bingyi Jing Shaohui Lin Jie Hu SupR 158 3 0 03 Apr 2024
Systematic construction of continuous-time neural networks for linear dynamical systems Chinmay Datar Adwait Datar Felix Dietrich W. Schilders AI4TS 187 2 0 24 Mar 2024
Enhancing Traffic Incident Management with Large Language Models: A Hybrid Machine Learning Approach for Severity Classification Artur Grigorev Khaled Saleh Yuming Ou Adriana-Simona Mihaita 197 8 0 20 Mar 2024
Continual Forgetting for Pre-trained Vision ModelsComputer Vision and Pattern Recognition (CVPR), 2024 Hongbo Zhao Bolin Ni Haochen Wang Junsong Fan Fei Zhu Yuxi Wang Yuntao Chen Gaofeng Meng Zhaoxiang Zhang MU VLM 289 18 0 18 Mar 2024
Anytime Neural Architecture Search on Tabular Data Naili Xing Shaofeng Cai Zhaojing Luo Bengchin Ooi Jian Pei 250 3 0 15 Mar 2024
Efficient Multiplayer Battle Game Optimizer for Adversarial Robust Neural Architecture Search Rui Zhong Yuefeng Xu Chao Zhang Jun Yu 158 1 0 15 Mar 2024
Achieving Pareto Optimality using Efficient Parameter Reduction for DNNs in Resource-Constrained Edge Environment Atah Nuh Mih Alireza Rahimi Asfia Kawnine Francis Palma Monica Wachowicz R. Dubay Hung Cao 230 0 0 14 Mar 2024
Graph Data Condensation via Self-expressive Graph Structure ReconstructionKnowledge Discovery and Data Mining (KDD), 2024 Zhanyu Liu Chaolv Zeng Guanjie Zheng DD 242 15 0 12 Mar 2024
ECToNAS: Evolutionary Cross-Topology Neural Architecture Search Elisabeth J. Schiessler R. Aydin C. Cyron 154 0 0 08 Mar 2024
Unsupervised Graph Neural Architecture Search with Disentangled Self-supervisionNeural Information Processing Systems (NeurIPS), 2024 Zeyang Zhang Xin Eric Wang Ziwei Zhang Guangyao Shen Shiqi Shen Wenwu Zhu 232 19 0 08 Mar 2024
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS Yameng Peng Andy Song Haytham M. Fayek Victor Ciesielski Xiaojun Chang 427 14 0 07 Mar 2024
DNA Family: Boosting Weight-Sharing NAS with Block-Wise Supervisions Guangrun Wang Changlin Li Liuchun Yuan Jiefeng Peng Xiaoyu Xian Xiaodan Liang Xiaojun Chang Liang Lin 259 4 0 02 Mar 2024
FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness Matteo Gambella Fabrizio Pittorino Manuel Roveri OOD 284 6 0 29 Feb 2024
Model Compression and Efficient Inference for Large Language Models: A Survey Wenxiao Wang Wei Chen Yicong Luo Yongliu Long Zhengkai Lin Liye Zhang Binbin Lin Deng Cai Xiaofei He MQ 260 85 0 15 Feb 2024
Investigating Premature Convergence in Co-optimization of Morphology and Control in Evolved Virtual Soft Robots Alican Mertan Nick Cheney 77 12 0 14 Feb 2024
Designing deep neural networks for driver intention recognition Koen Vellenga H. Steinhauer Alexander Karlsson Göran Falkman A. Rhodin A. Koppisetty 137 3 0 07 Feb 2024
Trillion Parameter AI Serving Infrastructure for Scientific Discovery: A Survey and Vision Nathaniel Hudson J. G. Pauloski Matt Baughman Alok V. Kamatar Mansi Sakarvadia ... Owen Price Skelly Ben Blaiszik Rick L. Stevens Kyle Chard Ian Foster MedIm 198 10 0 05 Feb 2024
NetLLM: Adapting Large Language Models for Networking Duo Wu Xianda Wang Yaqi Qiao Zhi Wang Junchen Jiang Shuguang Cui Fangxin Wang 278 106 0 04 Feb 2024
A Comprehensive Survey on Graph Reduction: Sparsification, Coarsening, and CondensationInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Mohammad Hashemi Shengbo Gong Juntong Ni Wenqi Fan B. A. Prakash Wei Jin DD 340 71 0 29 Jan 2024
NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural NetworksIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Matteo Gambella Jary Pomponi Simone Scardapane Manuel Roveri 287 5 0 24 Jan 2024
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap Xingyu Wu Sheng-hao Wu Jibin Wu Liang Feng Kay Chen Tan ELM 445 117 0 18 Jan 2024
Knowledge Translation: A New Pathway for Model Compression Wujie Sun Defang Chen Jiawei Chen Yan Feng Chun-Yen Chen Can Wang 177 0 0 11 Jan 2024
PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques Tzu-Han Lin How-Shing Wang Hao-Yung Weng Kuang-Chen Peng Zih-Ching Chen Hung-yi Lee 197 9 0 04 Jan 2024
Neural Architecture Codesign for Fast Bragg Peak Analysis Luke McDermott Jason Weitz Dmitri Demler Daniel Cummings N. Tran Javier Mauricio Duarte MQ 194 0 0 10 Dec 2023
Green Edge AI: A Contemporary SurveyProceedings of the IEEE (Proc. IEEE), 2023 Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 334 49 0 01 Dec 2023
Combined Scheduling, Memory Allocation and Tensor Replacement for Minimizing Off-Chip Data Accesses of DNN Accelerators Yi Li Aarti Gupta Sharad Malik 113 1 0 30 Nov 2023
Auto-CsiNet: Scenario-customized Automatic Neural Network Architecture Generation for Massive MIMO CSI FeedbackIEEE Transactions on Wireless Communications (IEEE TWC), 2023 Xiangyi Li Jiajia Guo Chao-Kai Wen Shi Jin 148 4 0 27 Nov 2023
QuickDrop: Efficient Federated Unlearning by Integrated Dataset Distillation Akash Dhasade Yaohong Ding Song Guo Anne-Marie Kermarrec M. Vos Leijie Wu MU DD 172 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 276 15 0 18 Nov 2023