AutoML.org

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.


4047 entries « 1 of 81 »

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4047.

Zhu, Huijuan; Xia, Mengzhen; Wang, Liangmin; Xu, Zhicheng; Sheng, Victor S.

A Novel Knowledge Search Structure for Android Malware Detection Journal Article

In: IEEE Transactions on Services Computing, no. 01, pp. 1-14, 5555, ISSN: 1939-1374.

Abstract | Links | BibTeX

4046.

Zhang, Feifei; Li, Mao; Ge, Jidong; Tang, Fenghui; Zhang, Sheng; Wu, Jie; Luo, Bin

Privacy-Preserving Federated Neural Architecture Search With Enhanced Robustness for Edge Computing Journal Article

In: IEEE Transactions on Mobile Computing, no. 01, pp. 1-18, 5555, ISSN: 1558-0660.

Abstract | Links | BibTeX

4045.

Zhang, Yu-Ming; Hsieh, Jun-Wei; Lee, Chun-Chieh; Fan, Kuo-Chin

RATs-NAS: Redirection of Adjacent Trails on Graph Convolutional Networks for Predictor-based Neural Architecture Search Journal Article

In: IEEE Transactions on Artificial Intelligence, vol. 1, no. 01, pp. 1-11, 5555, ISSN: 2691-4581.

Abstract | Links | BibTeX

4044.

Chen, X.; Yang, C.

CIMNet: Joint Search for Neural Network and Computing-in-Memory Architecture Journal Article

In: IEEE Micro, no. 01, pp. 1-12, 5555, ISSN: 1937-4143.

Abstract | Links | BibTeX

4043.

Siddique, Ayesha; Hoque, Khaza Anuarul

Explainable AI-Guided Neural Architecture Search for Adversarial Robustness in Approximate DNNs Journal Article

In: IEEE Transactions on Sustainable Computing, no. 01, pp. 1-15, 5555, ISSN: 2377-3782.

Abstract | Links | BibTeX

4042.

Dong, Yukang; Pan, Fanxing; Gui, Yi; Jiang, Wenbin; Wan, Yao; Zheng, Ran; Jin, Hai

Comprehensive Architecture Search for Deep Graph Neural Networks Journal Article

In: IEEE Transactions on Big Data, no. 01, pp. 1-15, 5555, ISSN: 2332-7790.

Abstract | Links | BibTeX

4041.

Yan, J.; Liu, J.; Xu, H.; Wang, Z.; Qiao, C.

Peaches: Personalized Federated Learning with Neural Architecture Search in Edge Computing Journal Article

In: IEEE Transactions on Mobile Computing, no. 01, pp. 1-17, 5555, ISSN: 1558-0660.

Abstract | Links | BibTeX

4040.

Sun, Genchen; Liu, Zhengkun; Gan, Lin; Su, Hang; Li, Ting; Zhao, Wenfeng; Sun, Biao

SpikeNAS-Bench: Benchmarking NAS Algorithms for Spiking Neural Network Architecture Journal Article

In: IEEE Transactions on Artificial Intelligence, vol. 1, no. 01, pp. 1-12, 5555, ISSN: 2691-4581.

Abstract | Links | BibTeX

4039.

Li, Changlin; Lin, Sihao; Tang, Tao; Wang, Guangrun; Li, Mingjie; Li, Zhihui; Chang, Xiaojun

BossNAS Family: Block-wisely Self-supervised Neural Architecture Search Journal Article

In: IEEE Transactions on Pattern Analysis & Machine Intelligence, no. 01, pp. 1-15, 5555, ISSN: 1939-3539.

Abstract | Links | BibTeX

2025

4038.

Wang, Weiqi; Bao, Feilong; Xing, Zhecong; Lian, Zhe

A Survey: Research Progress of Feature Fusion Technology Journal Article

In: 2025.

Links | BibTeX

4037.

(Ed.)

MACHINE-GENERATED NEURAL NETWORKS FOR SHORT-TERM LOAD FORECASTING Collection

2025.

Links | BibTeX

4036.

Lan, Guojun; Tang, Jian; Chen, Jie; Xing, Jingshu; Zhao, Lijun

An effective dual-predictor controller mechanism using neural architecture search for optimization of residential energy hub system Journal Article

In: Discover Computing , vol. 28, 2025.

Links | BibTeX

4035.

Wu, Yue; Huang, Lin; Yang, Tiejun

Breast Ultrasound Image Segmentation Using Multi-branch Skip Connection Search Journal Article

In: Journal of Imaging Informatics in Medicine , 2025.

Links | BibTeX

4034.

CAPELLO, ALESSIO

An End-to-End Edge-Computing Framework for IoT-enabled Monitoring PhD Thesis

2025.

Links | BibTeX

4033.

Toe, Seb Gregory Dal; Tiddeman, Bernard; Zarges, Christine

Evolutionary Neural Architecture Search using Random Weight Distributions Proceedings Article

In: Ochoa, Gabriela (Ed.): Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO 2025, Málaga, Spain, July 14-18, 2025, Association for Computing Machinery (ACM), United States of America, 2025, (GECCO 2025 : The Genetic and Evolutionary Computation Conference, GECCO ; Conference date: 14-07-2025 Through 18-07-2025).

Abstract | Links | BibTeX

4032.

Tran, Thanh Hai; Nguyen, Dac Tam; Ngo, Minh Duc; Doan, Long; Luong, Ngoc Hoang; Binh, Huynh Thi Thanh

Kernelshap-nas: a shapley additive explanatory approach for characterizing operation influences Journal Article

In: Neural Computing and Applications , 2025.

Links | BibTeX

4031.

Ju, Moran; Niu, Buniu; Li, Mulin; Mao, Tengkai; Jin, Si-nian

Toward Better Accuracy-Efficiency Trade-Offs for Oriented SAR Ship Object Detection Bachelor Thesis

2025.

Links | BibTeX

4030.

Liu, Guoqing; Qian, Yuhua; Liang, Xinyan; Fu, Pinhan

Core structure-guided multi-modal classification via Monte Carlo Tree Search Journal Article

In: International Journal of Machine Learning and Cybernetics , 2025.

Links | BibTeX

4029.

HERNANDEZ, ESAU ALAIN HERVERT; CAO, YAN; KEHTARNAVAZ, NASSER

Computationally Efficient Neural Architecture Search for Image Denoising Bachelor Thesis

2025.

Links | BibTeX

4028.

Naayini, Prudhvi; Kamatala, Srikanth; Myakala, Praveen Kumar

Transforming Performance Engineering with Generative AI Journal Article

In: Journal of Computer and Communications , vol. 13, no. 3, 2025.

Links | BibTeX

4027.

Xu, Dikai; Cao, Bin

Adaptive Multiobjective Evolutionary Generative Adversarial Network for Metaverse Network Intrusion Detection Journal Article

In: Science Partner Journals, 2025.

Links | BibTeX

4026.

Li, Yuangang; Ma, Rui; Zhang, Qian; Wang, Zeyu; Zong, Linlin; Liu, Xinyue

Neural architecture search using attention enhanced precise path evaluation and efficient forward evolution Journal Article

In: scientific reports , 2025.

Links | BibTeX

4025.

(Ed.)

HPE-DARTS: Hybrid Pruning and Proxy Evaluation in Differentiable Architecture Search Collection

2025.

Links | BibTeX

4024.

(Ed.)

OPTIMIZED LSTM NEURAL NETWORKS VIA NEURAL ARCHITECTURE SEARCH FOR PREDICTING DAMAGE EVOLUTION IN COMPOSITE LAMINATES Collection

2025.

Links | BibTeX

4023.

Fang, Xuwei; Xie, Weisheng; Li, Hui; Zhou, Wenbin; Hang, Chen; Gao, Xiangxiang

DARTS-EAST: an edge-adaptive selection with topology first differentiable architecture selection method Journal Article

In: Applied Intelligence , 2025.

Links | BibTeX

4022.

(Ed.)

Neural Architecture Search: Tradeoff Between Performance and Efficiency Collection

2025.

Links | BibTeX

4021.

(Ed.)

PQNAS: Mixed-precision Quantization-aware Neural Architecture Search with Pseudo Quantizer Collection

2025.

Links | BibTeX

4020.

He, Zhimin; Chen, Hongxiang; Zhou, Yan; Situ, Haozhen; Li, Yongyao; Li, Lvzhou

Self-supervised representation learning for Bayesian quantum architecture search Journal Article

In: Phys. Rev. A, vol. 111, iss. 3, pp. 032403, 2025.

Links | BibTeX

4019.

Feng, Shiyang; Li, Zhaowei; Zhang, Bo; Chen, Tao

DSF2-NAS: Dual-Stage Feature Fusion via Network Architecture Search for Classification of Multimodal Remote Sensing Images Journal Article

In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. , 2025.

Links | BibTeX

4018.

(Ed.)

TinyDevID: TinyML-Driven IoT Devices IDentification Using Network Flow Data Collection

2025.

Links | BibTeX

4017.

Yu, Sixing

Scalable and resource-efcient federated learning: Techniques for resource-constrained heterogeneous systems PhD Thesis

2025.

Links | BibTeX

4016.

Fu, Jintao; Cong, Peng; Xu, Shuo; Chang, Jiahao; Liu, Ximing; Sun, Yuewen

Neural architecture search with Deep Radon Prior for sparse-view CT image reconstruction Journal Article

In: Med Phys , 2025.

Links | BibTeX

4015.

Zhao, Yi-Heng; Pang, Shen-Wen; Huang, Heng-Zhi; Wu, Shao-Wen; Sun, Shao-Hua; Liu, Zhen-Bing; Pan, Zhi-Chao

Automatic clustering of single-molecule break junction data through task-oriented representation learning Journal Article

In: Rare Metals , 2025.

Links | BibTeX

4014.

Huang, Tao

Efficient Deep Neural Architecture Design and Training PhD Thesis

2025.

Links | BibTeX

4013.

Herterich, Nils; Liu, Kai; Stein, Anthony

Multi-objective neural architecture search for real-time weed detection on embedded system Miscellaneous

2025.

Links | BibTeX

4012.

Tabak, Gabriel Couto; Molenaar, Dylan; Curi, Mariana

An evolutionary neural architecture search for item response theory autoencoders Journal Article

In: Behaviormetrika , 2025.

Links | BibTeX

4011.

Hao, Debei; Pei, Songwei

MIG-DARTS: towards effective differentiable architecture search by gradually mitigating the initial-channel gap between search and evaluation Journal Article

In: Neural Computing and Applications, 2025.

Links | BibTeX

4010.

(Ed.)

H4H: Hybrid Convolution-Transformer Architecture Search for NPU-CIM Heterogeneous Systems for AR/VR Applications Collection

2025.

Links | BibTeX

4009.

Li, Kai; Huang, Mingqiang; Li, Ang; Yang, Shuxin; Cheng, Quan; Yu, Hao

A 29.12-TOPS/W Vector Systolic Accelerator With NAS-Optimized DNNs in 28-nm CMOS Journal Article

In: IEEE Journal of Solid-State Circuits, pp. 1-12, 2025.

Links | BibTeX

4008.

Mecharbat, Lotfi Abdelkrim; Almakky, Ibrahim; Takac, Martin; Yaqub, Mohammad

MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Technical Report

2025.

Links | BibTeX

4007.

Liu, Wenbo; Wu, Jia; Deng, Tao; Yan, Fei

Continuous–Discrete Alignment Optimization for efficient differentiable neural architecture search Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 153, pp. 110721, 2025, ISSN: 0952-1976.

Abstract | Links | BibTeX

4006.

Zhang, Ruohan; Li, Lingling; Jiao, Licheng; Liu, Fang; Liu, Xu; Yang, Shuyuan

Knowledge-Aware Evolutionary Transformer Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2025.

Links | BibTeX

4005.

Zhao, Yunbiao; Wang, Lei; Wu, Jiang; Li, Taiyong

NAST: neural architecture search and transformer for image manipulation localization Journal Article

In: Journal of Electronic Imaging, vol. 34, no. 2, pp. 023057, 2025.

Links | BibTeX

4004.

Mohasel, Seyed Mojtaba; Sheppard, John; Molina, Lindsey K.; Neptune, Richard R.; Wurdeman, Shane R.; Pew, Corey A.

MicroNAS: An Automated Framework for Developing a Fall Detection System Technical Report

2025.

Links | BibTeX

4003.

Lu, Xiaotong; Dong, Weisheng; Fang, Zhenxuan; Lin, Jie; Li, Xin; Shi, Guangming

Growing-before-pruning: A progressive neural architecture search strategy via group sparsity and deterministic annealing Journal Article

In: Pattern Recognition, vol. 166, pp. 111697, 2025, ISSN: 0031-3203.

Abstract | Links | BibTeX

4002.

Saha, Bidyut; Samanta, Riya; Roy, Ram Babu; Ghosh, Soumya K.

TinyTNAS: Time-Bound, GPU-Independent Hardware-Aware Neural Architecture Search for TinyML Time Series Classification Journal Article

In: IEEE Embedded Systems Letters, pp. 1-1, 2025.

Links | BibTeX

4001.

Liu, Zhi-Ang; Liu, Jiang-Jiang

Towards efficient salient object detection via U-shape architecture search Journal Article

In: Knowledge-Based Systems, vol. 318, pp. 113515, 2025, ISSN: 0950-7051.

Abstract | Links | BibTeX

4000.

Qin, Shiwen; Kadlecová, Gabriela; Pilát, Martin; Cohen, Shay B.; Neruda, Roman; Crowley, Elliot J.; Lukasik, Jovita; Ericsson, Linus

Transferrable Surrogates in Expressive Neural Architecture Search Spaces Technical Report

2025.

Links | BibTeX

3999.

Carstensen, Timur; Mallik, Neeratyoy; Hutter, Frank; Rapp, Martin

Frozen Layers: Memory-efficient Many-fidelity Hyperparameter Optimization Technical Report

2025.

Links | BibTeX

3998.

Ahsun, Abbas; Noah, Asher; John, Ada

Building intelligent systems that can automatically generate tailored algorithms for specific application areas Technical Report

2025.

Links | BibTeX

4047 entries « 1 of 81 »