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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.


4236 entries « 3 of 85 »

2025

4136.

Wu, Ying; Yan, Zheyu; Yin, Xunzhao; He, Lenian; Zhuo, Cheng

ANAS: Software–hardware co-design of approximate neural network accelerators via neural architecture search Journal Article

In: Integration, vol. 104, pp. 102469, 2025, ISSN: 0167-9260.

Abstract | Links | BibTeX

4135.

Son, Seok Bin; Kim, Joongheon

Quantum Circuit Structure Optimization for Quantum Reinforcement Learning Bachelor Thesis

2025.

Links | BibTeX

4134.

Świderski, Szymon; Jastrzębska, Agnieszka

Data classification with dynamically growing and shrinking neural networks Journal Article

In: Journal of Computational Science, vol. 91, pp. 102660, 2025, ISSN: 1877-7503.

Abstract | Links | BibTeX

4133.

Narduzzi, Simon; Vuagniaux, Rémy; Sharma, Kishan; Liu, Shih-Chii; Dunbar, L. Andrea

Steerable Zero-Shot Neural Architecture Search for Efficient Edge Inference Proceedings Article

In: 2025 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, 2025.

Links | BibTeX

4132.

An, Yang; Zhang, Changsheng; Shao, Jintao; Yan, Yuxiao; Sun, Baiqing

An Efficient Evolutionary Neural Architecture Search Algorithm Without Training Journal Article

In: Biomimetics, vol. 10, no. 7, 2025, ISSN: 2313-7673.

Abstract | Links | BibTeX

4131.

Gharge, Samiksha Dnyaneshwar; Katurde, Atharva Digamber; Shinde, Bhakti Bharat; Karpe, Piyush Pandurang; Lohar, Anil Tukaram

Enhanced Classification of Astronomical Images Using Optimized Neural Networks via NAS Proceedings Article

In: 2025 International Conference on Knowledge Engineering and Communication Systems (ICKECS), pp. 1-6, 2025.

Links | BibTeX

4130.

Jiang, Zhijian; Zhao, Taoran; Wang, Menglei; Zhou, Junfeng; Deng, Ziwei; Lin, Xinhua

An Aeromagnetic Compensation Method Based on Differentiable Architecture Search-Guided Physics-Informed Neural Network Journal Article

In: IEEE Geoscience and Remote Sensing Letters, pp. 1-1, 2025.

Links | BibTeX

4129.

Cheng, Junyan; Clark, Peter; Richardson, Kyle

Language Modeling by Language Models Technical Report

2025.

Links | BibTeX

4128.

Yao, Junjie; Zhu, Guijie; Zhuang, Jiafan; Hao, Zhifeng; Li, Wenji; Fan, Zhun

U-Shaped Network Based on Particle Swarm Optimization for Retinal Vessel Segmentation Proceedings Article

In: 2025 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, 2025.

Links | BibTeX

4127.

Hoang, Anh Tuan; Viharos, Zsolt János

Robust Superiority of the MICS-EFS Configuration Search Algorithm Through Modular Extensions of Complex Neural Architectures Proceedings Article

In: 2025 IEEE 19th International Symposium on Applied Computational Intelligence and Informatics (SACI), pp. 1-6, 2025.

Links | BibTeX

4126.

Mei, Aohan; Li, Nan; Zhang, Tian; Ma, Lianbo

Evolutionary Graph Fusion Architecture Search Proceedings Article

In: 2025 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, 2025.

Links | BibTeX

4125.

Zhang, Kainan; Liu, Chang

Multi-Objective Evolutionary Neural Architecture Search for Material Microstructure Segmentation Proceedings Article

In: 2025 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, 2025.

Links | BibTeX

4124.

Hu, Hao; Wang, Tao; Li, Yanan; Zhang, Zhao; Peng, Xinggunag

Neural architecture search-based BP neural network for underwater glider motion parameter generation Proceedings Article

In: 2025 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, 2025.

Links | BibTeX

4123.

Vu, Trung Hieu; Nguyen, Tien Thanh; Elyan, Eyad

An Evolutionary Neural Architecture Search-Based Approach for Time Series Forecasting Proceedings Article

In: 2025 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, 2025.

Links | BibTeX

4122.

Zhang, Xiaolei; Xue, Yu; Neri, Ferrante

Embedding Comparator for Evolutionary Neural Architecture Search via Contrastive Learning Proceedings Article

In: 2025 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, 2025.

Links | BibTeX

4121.

Jia, Xiaogang; Jian, Songlei; Tan, Yusong; Che, Yonggang; Chen, Wei; Liang, Zhengfa; He, Yulin

Hierarchical Neural Architecture Search for Fast and Accurate Depth Completion Proceedings Article

In: Proceedings of the 2025 International Conference on Multimedia Retrieval, pp. 569–578, Association for Computing Machinery, Chicago, IL, USA, 2025, ISBN: 9798400718779.

Abstract | Links | BibTeX

4120.

Liao, Peng; Wang, Xilu; Jin, Yaochu; Sun, Chaoli; Du, Wenli

Surrogate-Assisted Evolutionary Neural Architecture Search with Architecture Knowledge Transfer Proceedings Article

In: 2025 IEEE Congress on Evolutionary Computation (CEC), pp. 1-8, 2025.

Links | BibTeX

4119.

Bessalah, Aniss; Abdelmoumen, Hatem Mohamed; Benatchba, Karima; Benmeziane, Hadjer

AnalogNAS-Bench: A NAS Benchmark for Analog In-Memory Computing Technical Report

2025.

Links | BibTeX

4118.

Aljoud, Mamdouh; Tavares, Gabriel Marques; Leiber, Collin; Seidl, Thomas

DCMatch - Identify Matching Architectures in Deep Clustering Through Meta-learning Proceedings Article

In: Wu, Xintao; Spiliopoulou, Myra; Wang, Can; Kumar, Vipin; Cao, Longbing; Wu, Yanqiu; Yao, Yu; Wu, Zhangkai (Ed.): Advances in Knowledge Discovery and Data Mining, pp. 213–224, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-8170-9.

Abstract | BibTeX

4117.

Shawi, Radwa El

AgingFedNAS: Aging Evolution Federated Deep Learning for Architecture and Hyperparameter Search Proceedings Article

In: Wu, Xintao; Spiliopoulou, Myra; Wang, Can; Kumar, Vipin; Cao, Longbing; Wu, Yanqiu; Yao, Yu; Wu, Zhangkai (Ed.): Advances in Knowledge Discovery and Data Mining, pp. 107–119, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-8173-0.

Abstract | Links | BibTeX

4116.

Ji, Zipeng; Zhu, Guanghui; Yuan, Chunfeng; Huang, Yihua

RZ-NAS: Enhancing LLM-guided Neural Architecture Search via Reflective Zero-Cost Strategy Proceedings Article

In: Forty-second International Conference on Machine Learning, 2025.

Links | BibTeX

4115.

Toshikawa, Yuto; Iijima, Ryo; Mori, Tatsuya

Automated Exploration of Optimal Neural Network Structures for Deepfake Detection Proceedings Article

In: Adi, Kamel; Bourdeau, Simon; Durand, Christel; Tong, Valérie Viet Triem; Dulipovici, Alina; Kermarrec, Yvon; Garcia-Alfaro, Joaquin (Ed.): Foundations and Practice of Security, pp. 108–120, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-87496-3.

Abstract | Links | BibTeX

4114.

García, Jesús Leopoldo Llano; Monroy, Raúl; Hernández, Víctor Adrián Sosa; Deb, Kalyanmoy

Beyond Performance: Designing a Super-Resolution Architecture Search Space and a Hybrid Multi-Objective Approach for Neural Architecture Optimization Journal Article

In: IEEE Access, vol. 13, pp. 107187-107203, 2025.

Links | BibTeX

4113.

Shu, Xin; Niu, Mengxuan; Zhang, Yi; Luo, Wei; Zhou, Renjie

Neural Architecture Search Generated Phase Retrieval Net for Real-Time Off-Axis Quantitative Phase Imaging Journal Article

In: IEEE Photonics Technology Letters, vol. 37, no. 18, pp. 1069-1072, 2025.

Links | BibTeX

4112.

Rajeev, Shreyas; Babu, B Sathish

Finding Optimal Kernel Size and Dimension in Convolutional Neural Networks An Architecture Optimization Approach Technical Report

2025.

Links | BibTeX

4111.

Xu, Jingjing; Yang, Zijian; Zeyer, Albert; Beck, Eugen; Schlueter, Ralf; Ney, Hermann

Dynamic Acoustic Model Architecture Optimization in Training for ASR Technical Report

2025.

Links | BibTeX

4110.

Han, Honggui; Zhang, Qiyu; Li, Fangyu; Du, Yongping

Exploiting long-term markovian feature importance via dual attention for partially-connected differential architecture search Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 158, pp. 111476, 2025, ISSN: 0952-1976.

Abstract | Links | BibTeX

4109.

Matthew, Bamidele; Pezzè, Mauro; Abrahão, Silvia; Penzenstadler, Birgit; mandal, Ashis; Nadim, Md; Schultz, Ulrik

Neural Architecture Search for AutoML in Healthcare Diagnostics: Customizing Models for Clinical Accuracy Journal Article

In: Journal of Healthcare Informatics Research, 2025.

Links | BibTeX

4108.

Fayyazi, Arya; Kamal, Mehdi; Pedram, Massoud

MARCO: Hardware-Aware Neural Architecture Search for Edge Devices with Multi-Agent Reinforcement Learning and Conformal Prediction Filtering Technical Report

2025.

Links | BibTeX

4107.

Yan, Renao

One-Shot Neural Architecture Search with Network Similarity Directed Initialization for Pathological Image Classification Technical Report

2025.

Links | BibTeX

4106.

Wang, Zhen; Zeng, Ruhao; Zhang, Hui; Chen, Tianyi

DeNoiseNAS: revisiting single-level optimization for efficient and stable neural architecture search Journal Article

In: Expert Systems with Applications, vol. 293, pp. 128649, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

4105.

Ayachi, Riadh; Afif, Mouna; Said, Yahia; Abdelali, Abdessalem Ben

Lightweight path aggregation network for pedestrian detection on FPGA board Journal Article

In: Journal of Parallel and Distributed Computing, vol. 204, pp. 105137, 2025, ISSN: 0743-7315.

Abstract | Links | BibTeX

4104.

Chehade, Adel; Ragusa, Edoardo; Gastaldo, Paolo; Zunino, Rodolfo

Efficient Traffic Classification using HW-NAS: Advanced Analysis and Optimization for Cybersecurity on Resource-Constrained Devices Technical Report

2025.

Links | BibTeX

4103.

Chehade, Adel; Ragusa, Edoardo; Gastaldo, Paolo; Zunino, Rodolfo

Energy-Efficient Deep Learning for Traffic Classification on Microcontrollers Miscellaneous

2025.

Links | BibTeX

4102.

Zhang, Xixi; Wang, Yu; Ohtsuki, Tomoaki; Gui, Guan; Yuen, Chau; Renzo, Marco Di; Sari, Hikmet

Malware Traffic Classification via Expandable Class Incremental Learning With Architecture Search Journal Article

In: IEEE Transactions on Information Forensics and Security, vol. 20, pp. 6074-6085, 2025.

Links | BibTeX

4101.

Oluremi, David

AutoML-Driven Architecture Search for Functional Genomics Prediction Using Deep Neural Networks Journal Article

In: 2025.

Links | BibTeX

4100.

Wang, Xiaofei; Zhao, Yunfeng; Qiu, Chao; Gao, Fei; Zhao, Zebo; Yao, Haipeng; Li, Xiuhua

Energy-Friendly Federated Neural Architecture Search for Industrial Cyber-Physical Systems Journal Article

In: IEEE Journal on Selected Areas in Communications, pp. 1-1, 2025.

Links | BibTeX

4099.

Hou, Libin; Wang, Linyuan; Hou, Senbao; Liu, Tianyuan; Ma, Shuxiao; Chen, Jian; Yan, Bin

Low redundancy cell-based Neural Architecture Search for large convolutional neural networks Journal Article

In: Neurocomputing, vol. 649, pp. 130644, 2025, ISSN: 0925-2312.

Abstract | Links | BibTeX

4098.

Huang, Zitong; Montazerin, Mansooreh; Srivastava, Ajitesh

SWAT-NN: Simultaneous Weights and Architecture Training for Neural Networks in a Latent Space Technical Report

2025.

Links | BibTeX

4097.

Kim, Jingeun; Yoon, Yourim

Pruning for efficient DenseNet via surrogate-model-assisted genetic algorithm considering neural architecture search proxies Journal Article

In: Swarm and Evolutionary Computation, vol. 97, pp. 101983, 2025, ISSN: 2210-6502.

Abstract | Links | BibTeX

4096.

Zhong, Zhiwei; Liu, Xianming; Jiang, Junjun; Zhao, Debin; Wang, Shiqi

Dual-Level Cross-Modality Neural Architecture Search for Guided Image Super-Resolution Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1-18, 2025.

Links | BibTeX

4095.

Jing, Haizhao; Zhang, Haokui; Shang, Zhenhao; Xiao, Rong; Wang, Peng; Zhang, Yanning

Language Embedding Meets Dynamic Graph: A New Exploration for Neural Architecture Representation Learning Technical Report

2025.

Links | BibTeX

4094.

Lv, Zeqiong; Qian, Chao; Liu, Yun; Fan, Jiahao; Sun, Yanan

Runtime Analysis of Evolutionary NAS for Multiclass Classification Technical Report

2025.

Links | BibTeX

4093.

Martyniuk, Darya; Jung, Johannes; Barta, Daniel; Paschke, Adrian

Benchmarking Quantum Architecture Search with Surrogate Assistance Technical Report

2025.

Links | BibTeX

4092.

Gode, Chetan; Nanche, Bhushan Marutirao; Dhabliya, Dharmesh; Shelke, Rahul Dnyanoba; Patil, Rajendra V.; Bhosle, Sushma

Dynamic neural architecture search : A pathway to efficiently optimized deep learning models Journal Article

In: Journal of Information and Optimization Sciences, vol. 46, no. 4-A, pp. 1117–1127, 2025.

Links | BibTeX

4091.

Ji, Han; Feng, Yuqi; Fan, Jiahao; Sun, Yanan

Loss Functions for Predictor-based Neural Architecture Search Technical Report

2025.

Links | BibTeX

4090.

Kazadi, Joël

Exploring Optimal Neural Network Architectures: What benefits does Reinforcement Learning offer? Bachelor Thesis

2025.

Links | BibTeX

4089.

Yang, Yu; Wang, Siqi; Zhang, Gan; Wang, Qifu; Qin, Yao; Zhai, Dandan; Yang, Zhiqing; Li, Peng

GA-OMTL: Genetic algorithm optimization for multi-task neural architecture search in NIR spectroscopy Journal Article

In: Expert Systems with Applications, vol. 290, pp. 128517, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

4088.

Jha, Abhash Kumar; Moradian, Shakiba; Krishnakumar, Arjun; Rapp, Martin; Hutter, Frank

$textbackslashtextttconfopt$: A Library for Implementation and Evaluation of Gradient-based One-Shot NAS Methods Proceedings Article

In: AutoML 2025 ABCD Track, 2025.

Links | BibTeX

4087.

Zhao, Lingxiao; Zeng, Xianwen

BTSEG-Nas: a neural network architecture search-based multimodal MRI segmentation network for brain tumors Proceedings Article

In: Zhu, Peicheng; Lin, Guihua (Ed.): Fifth International Conference on Applied Mathematics, Modelling, and Intelligent Computing (CAMMIC 2025), pp. 136441X, International Society for Optics and Photonics SPIE, 2025.

Links | BibTeX

4236 entries « 3 of 85 »