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Freiburg-Hannover-Tübingen

Literature on Neural Architecture Search

Maintained by Difan Deng and Marius Lindauer.

The following list considers papers related to neural architecture search. It is by no means complete. If you miss a paper on the list, please let us know.

Please note that although NAS methods steadily improve, the quality of empirical evaluations in this field are still lagging behind compared to other areas in machine learning, AI and optimization. We would therefore like to share some best practices for empirical evaluations of NAS methods, which we believe will facilitate sustained and measurable progress in the field. If you are interested in a teaser, please read our blog post or directly jump to our checklist.

Transformers have gained increasing popularity in different domains. For a comprehensive list of papers focusing on Neural Architecture Search for Transformer-Based spaces, the awesome-transformer-search repo is all you need.


4218 entries « 30 of 85 »

2023

2768.

Fan, Yicheng; Alon, Dana; Shen, Jingyue; Peng, Daiyi; Kumar, Keshav; Long, Yun; Wang, Xin; Iliopoulos, Fotis; Juan, Da-Cheng; Vee, Erik

LayerNAS: Neural Architecture Search in Polynomial Complexity Technical Report

2023.

Links | BibTeX

2767.

Wang, Di; Du, Bo; Zhang, Liangpei; Tao, Dacheng

HKNAS: Classification of Hyperspectral Imagery Based on Hyper Kernel Neural Architecture Search Technical Report

2023.

Links | BibTeX

2766.

Li, Chao; Xu, Hao; He, Kun

Meta-multigraph Search: Rethinking Meta-structure on Heterogeneous Information Networks Technical Report

2023.

Links | BibTeX

2765.

Fu, Yonggan; Li, Yuecheng; Li, Chenghui; Saragih, Jason M.; Zhang, Peizhao; Dai, Xiaoliang; Lin, Yingyan

Auto-CARD: Efficient and Robust Codec Avatar Driving for Real-time Mobile Telepresence Technical Report

2023.

Links | BibTeX

2764.

Li, YuFei; Wu, Jia; Deng, TianJin

Meta-GNAS: Meta-reinforcement learning for graph neural architecture search Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 123, pp. 106300, 2023, ISSN: 0952-1976.

Abstract | Links | BibTeX

2763.

Xiao, Anqi; Shen, Biluo; Tian, Jie; Hu, Zhenhua

PP-NAS: Searching for Plug-and-Play Blocks on Convolutional Neural Networks Journal Article

In: IEEE Transactions on Neural Networks and Learning Systems, pp. 1-13, 2023.

Links | BibTeX

2762.

Liu, Yong; Zhou, Xin; Zhong, Wei

Multi-Modality Image Fusion and Object Detection Based on Semantic Information Journal Article

In: Entropy, vol. 25, no. 5, 2023, ISSN: 1099-4300.

Abstract | Links | BibTeX

2761.

Gao, Jianliang; Chen, Jiamin; Oloulade, Babatounde Moctard; Al-Sabri, Raeed; Lyu, Tengfei; Zhang, Ji; Li, Zhao

CommGNAS: Unsupervised Graph Neural Architecture Search for Community Detection Journal Article

In: IEEE Transactions on Emerging Topics in Computing, pp. 1-12, 2023.

Links | BibTeX

2760.

Bria, Alessandro; Ciccio, Paolo De; DÁlessandro, Tiziana; Fontanella, Francesco

Ä Novel Evolutionary Approach for Neural Architecture Search Proceedings Article

In: Stefano, Claudio De; Fontanella, Francesco; Vanneschi, Leonardo (Ed.): Ärtificial Life and Evolutionary Computation", pp. 195–204, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-31183-3.

Abstract | Links | BibTeX

2759.

Ao, Lei; Feng, Kaiyuan; Sheng, Kai; Zhao, Hongyu; He, Xin; Chen, Zigang

TPENAS: A Two-Phase Evolutionary Neural Architecture Search for Remote Sensing Image Classification Journal Article

In: Remote Sensing, vol. 15, no. 8, 2023, ISSN: 2072-4292.

Abstract | Links | BibTeX

2758.

Wei, He; Yang, Yuekui; Wu, Haiyang; Tang, Yangyang; Liu, Meixi; Li, Jianfeng

Automatic Feature Selection By One-Shot Neural Architecture Search In Recommendation Systems Proceedings Article

In: Proceedings of the ACM Web Conference 2023, pp. 1765–1772, Association for Computing Machinery, Austin, TX, USA, 2023, ISBN: 9781450394161.

Abstract | Links | BibTeX

2757.

Wu, Shiguang; Wang, Yaqing; Jing, Qinghe; Dong, Daxiang; Dou, Dejing; Yao, Quanming

ColdNAS: Search to Modulate for User Cold-Start Recommendation Proceedings Article

In: Proceedings of the ACM Web Conference 2023, pp. 1021–1031, Association for Computing Machinery, Austin, TX, USA, 2023, ISBN: 9781450394161.

Abstract | Links | BibTeX

2756.

Xie, Xiangning; Sun, Yanan; Liu, Yuqiao; Zhang, Mengjie; Tan, Kay Chen

Architecture Augmentation for Performance Predictor via Graph Isomorphism Journal Article

In: IEEE Transactions on Cybernetics, pp. 1-13, 2023.

Links | BibTeX

2755.

Mansoori, Mohammad Amir; Casu, Mario R.

Multi-objective Framework for Training and Hardware Co-optimization in FPGAs Proceedings Article

In: Berta, Riccardo; Gloria, Alessandro De (Ed.): Äpplications in Electronics Pervading Industry, Environment and Society", pp. 273–278, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-30333-3.

Abstract | Links | BibTeX

2754.

Guo, Xinwei; Wu, Yong; Miao, Jingjing; Chen, Yang

LiteGaze: Neural architecture search for efficient gaze estimation Journal Article

In: PLOS ONE, vol. 18, no. 5, pp. 1-11, 2023.

Abstract | Links | BibTeX

2753.

Wang, Haibin; Ge, Ce; Chen, Hesen; Sun, Xiuyu

PreNAS: Preferred One-Shot Learning Towards Efficient Neural Architecture Search Technical Report

2023.

Links | BibTeX

2752.

Singh, Bhavneet; Mansukhani, Jai

Comparing Neural Architectures to Find the Best Model Suited for Edge Devices Proceedings Article

In: Sharma, Harish; Saha, Apu Kumar; Prasad, Mukesh (Ed.): Proceedings of International Conference on Intelligent Vision and Computing (ICIVC 2022), pp. 195–203, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-31164-2.

Abstract | Links | BibTeX

2751.

Mlodozeniec, Bruno; Reisser, Matthias; Louizos, Christos

Hyperparameter Optimization through Neural Network Partitioning Proceedings Article

In: ICLR 2023, 2023.

Links | BibTeX

2750.

Garcia-Garcia, Cosijopii; Morales-Reyes, Alicia; Escalante, Hugo

Continuous Cartesian Genetic Programming based representation for Multi-Objective Neural Architecture Search Technical Report

2023.

BibTeX

2749.

Chen, Yu; Yang, Mingyu; Kim, Hun-Seok

Search for Efficient Deep Visual-Inertial Odometry Through Neural Architecture Search Proceedings Article

In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2023.

Links | BibTeX

2748.

Keserwani, Prateek; Miriyala, Srinivas Soumitri; Rajendiran, Vikram N.; Shivamurthappa, Pradeep N.

Receptive Field Reliant Zero-Cost Proxies for Neural Architecture Search Proceedings Article

In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2023.

Links | BibTeX

2747.

Rumiantsev, Pavel; Coates, Mark

Performing Neural Architecture Search Without Gradients Proceedings Article

In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2023.

Links | BibTeX

2746.

Fan, Yi; Niu, Zhong-Han; Yang, Yu-Bin

Data-Aware Zero-Shot Neural Architecture Search for Image Recognition Proceedings Article

In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2023.

Links | BibTeX

2745.

Xie, Lunchen; Huang, Kaiyu; Xu, Fan; Shi, Qingjiang

ZO-DARTS: Differentiable Architecture Search with Zeroth-Order Approximation Proceedings Article

In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2023.

Links | BibTeX

2744.

Cai, Zicheng; Chen, Lei; Liu, Hai-Lin

BHE-DARTS: Bilevel Optimization Based on Hypergradient Estimation for Differentiable Architecture Search Proceedings Article

In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1-5, 2023.

Links | BibTeX

2743.

Jeong, Joonhyun; Yu, Joonsang; Park, Geondo; Han, Dongyoon; Yoo, Youngjoon

GeNAS: Neural Architecture Search with Better Generalization Technical Report

2023.

Links | BibTeX

2742.

Zhang, Jianwei; Zhang, Lei; Li, Dong

A Unified Search Framework for Data Augmentation and Neural Architecture on Small-scale Image Datasets Journal Article

In: IEEE Transactions on Cognitive and Developmental Systems, pp. 1-1, 2023.

Links | BibTeX

2741.

Sun, Jialiang; Yao, Wen; Jiang, Tingsong; Chen, Xiaoqian

Efficient Search of Comprehensively Robust Neural Architectures via Multi-fidelity Evaluation Technical Report

2023.

Links | BibTeX

2740.

Li, Guihong; Bhardwaj, Kartikeya; Yang, Yuedong; Marculescu, Radu

TIPS: Topologically Important Path Sampling for Anytime Neural Networks Journal Article

In: CoRR, vol. abs/2305.08021, 2023.

Links | BibTeX

2739.

Hadi, Russul H.; Hady, Haider N.; Hasan, Ahmed M.; Al-Jodah, Ammar; Humaidi, Amjad J.

Improved Fault Classification for Predictive Maintenance in Industrial IoT Based on AutoML: A Case Study of Ball-Bearing Faults Journal Article

In: Processes, vol. 11, no. 5, 2023, ISSN: 2227-9717.

Abstract | Links | BibTeX

2738.

Wang, Yifan; Zhong, Linlin

NAS-PINN: Neural architecture search-guided physics-informed neural network for solving PDEs Technical Report

2023.

Links | BibTeX

2737.

Benmeziane, Hadjer; Lammie, Corey; Boybat, Irem; Rasch, Malte; Gallo, Manuel Le; Tsai, Hsinyu; Muralidhar, Ramachandran; Niar, Smail; Hamza, Ouarnoughi; Narayanan, Vijay; Sebastian, Abu; Maghraoui, Kaoutar El

AnalogNAS: A Neural Network Design Framework for Accurate Inference with Analog In-Memory Computing Technical Report

2023.

Links | BibTeX

2736.

Li, Yanjing; Xu, Sheng; Cao, Xianbin; Zhuo, Lián; Zhang, Baochang; Wang, Tian; Guo, Guodong

DCP-NAS: Discrepant Child-Parent Neural Architecture Search for 1-bit CNNs Technical Report

2023.

Links | BibTeX

2735.

Wang, Wei; Wang, Xianpeng; Song, Xiangman

Adaptive lightweight convolutional neural architecture search for segmentation problem Journal Article

In: Engineering Optimization, vol. 0, no. 0, pp. 1-18, 2023.

Links | BibTeX

2734.

Peng, Hongwu; Zhou, Shanglin; Luo, Yukui; Xu, Nuo; Duan, Shijin; Ran, Ran; Zhao, Jiahui; Wang, Chenghong; Geng, Tong; Wen, Wujie; Xu, Xiaolin; Ding, Caiwen

PASNet: Polynomial Architecture Search Framework for Two-party Computation-based Secure Neural Network Deployment Technical Report

2023.

Links | BibTeX

2733.

Lacharme, Guillaume; Cardot, Hubert; Lenté, Christophe; Monmarché, Nicolas

DARTS with Degeneracy Correction Proceedings Article

In: Pertusa, Antonio; Gallego, Antonio Javier; Sánchez, Joan Andreu; Domingues, Inês (Ed.): Pattern Recognition and Image Analysis, pp. 40–53, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-36616-1.

Abstract | Links | BibTeX

2732.

Zhang, Zijun; Lamson, Adam R.; Shelley, Michael; Troyanskaya, Olga G.

Interpretable neural architecture search and transfer learning for understanding sequence dependent enzymatic reactions Technical Report

2023.

Links | BibTeX

2731.

Liu, Zhu; Liu, Jinyuan; Wu, Guanyao; Fan, Xin; Liu, Risheng

Embracing Compact and Robust Architectures for Multi-Exposure Image Fusion Technical Report

2023.

Links | BibTeX

2730.

Zhang, Ya-Lin; Zhou, Jun; Ren, Yankun; Zhang, Yue; Yang, Xinxing; Li, Meng; Shi, Qitao; Li, Longfei

ALT: An Automatic System for Long Tail Scenario Modeling Technical Report

2023.

Links | BibTeX

2729.

Xu, Peng; Zhang, Lin; Liu, Xuanzhou; Sun, Jiaqi; Zhao, Yue; Yang, Haiqing; Yu, Bei

Do Not Train It: A Linear Neural Architecture Search of Graph Neural Networks Technical Report

2023.

Links | BibTeX

2728.

Ye, Zhen; Xue, Wei; Tan, Xu; Liu, Qifeng; Guo, Yike

NAS-FM: Neural Architecture Search for Tunable and Interpretable Sound Synthesis based on Frequency Modulation Technical Report

2023.

Links | BibTeX

2727.

Yin, Kangyong; Huang, Zhechen; Qiu, Suo; Wang, Zhi; Tao, Fengbo; Liang, Wei; Huang, Haosheng

An action recognition method based on neural architecture search Proceedings Article

In: Wang, Hongzhi; Kong, Xiangjie (Ed.): International Conference on Internet of Things and Machine Learning (IoTML 2022), pp. 126401Q, International Society for Optics and Photonics SPIE, 2023.

Links | BibTeX

2726.

Rajapakshe, Thejan; Rana, Rajib; Khalifa, Sara; Sisman, Berrak; Schuller, Björn W.

Improving Speech Emotion Recognition Performance using Differentiable Architecture Search Technical Report

2023.

Links | BibTeX

2725.

Davy, N.; Waheed, U. Bin; Koeshidayatullah, A.; El-Husseiny, A.

Automated Deep Learning (AutoDL) for Facies Prediction: Implementation and Strategy Journal Article

In: vol. 2023, no. 1, pp. 1-5, 2023, ISSN: 2214-4609.

Links | BibTeX

2724.

Deutel, Mark; Kontes, Georgios D.; Mutschler, Christopher; Teich, Jürgen

Augmented Random Search for Multi-Objective Bayesian Optimization of Neural Networks Technical Report

2023.

Links | BibTeX

2723.

Wei, Wei; Zhao, Shuyi; Xu, Songzheng; Zhang, Lei; Zhang, Yanning

Semi-Supervised Neural Architecture Search for Hyperspectral Imagery Classification Method With Dynamic Feature Clustering Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023.

Links | BibTeX

2722.

Zhang, Jiuling; Ding, Zhiming

Small Temperature is All You Need for Differentiable Architecture Search Proceedings Article

In: Kashima, Hisashi; Ide, Tsuyoshi; Peng, Wen-Chih (Ed.): Ädvances in Knowledge Discovery and Data Mining", pp. 303–315, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-33374-3.

Abstract | BibTeX

2721.

Zhang, Peng; Zhang, Pengjv; Wu, Haoran; Tang, Jinsong

Automatic deep learning for automatic target detection of sonar images Proceedings Article

In: Ba, Shuhong; Zhou, Fan (Ed.): Third International Conference on Machine Learning and Computer Application (ICMLCA 2022), pp. 1263634, International Society for Optics and Photonics SPIE, 2023.

Links | BibTeX

2720.

Huang, Jia-Cheng; Zeng, Guo-Qiang; Geng, Guang-Gang; Weng, Jian; Lu, Kang-Di; Zhang, Yu

Differential evolution-based convolutional neural networks: An automatic architecture design method for intrusion detection in industrial control systems Journal Article

In: Computers & Security, vol. 132, pp. 103310, 2023, ISSN: 0167-4048.

Abstract | Links | BibTeX

2719.

Wang, Zigeng; Li, Bingbing; Xiao, Xia; Zhang, Tianyun; Bragin, Mikhail A.; Yan, Bing; Ding, Caiwen; Rajasekaran, Sanguthevar

Automatic Subnetwork Search Through Dynamic Differentiable Neuron Pruning Proceedings Article

In: 2023 24th International Symposium on Quality Electronic Design (ISQED), pp. 1-6, 2023.

Links | BibTeX

4218 entries « 30 of 85 »