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.


4128 entries « 2 of 83 »

2025

4078.

(Ed.)

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

2025.

Links | BibTeX

4077.

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

4076.

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

4075.

(Ed.)

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

2025.

Links | BibTeX

4074.

Yu, Sixing

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

2025.

Links | BibTeX

4073.

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

4072.

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

4071.

Huang, Tao

Efficient Deep Neural Architecture Design and Training PhD Thesis

2025.

Links | BibTeX

4070.

Herterich, Nils; Liu, Kai; Stein, Anthony

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

2025.

Links | BibTeX

4069.

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

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

In: Behaviormetrika , 2025.

Links | BibTeX

4068.

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

4067.

(Ed.)

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

2025.

Links | BibTeX

4066.

WANG, Ke; SONG, Yafei; XU, Yunfei; QUAN, Wen; NI, Peng; WANG, Peng; LI, Chenghai; ZHI, Xinyan

A novel automated neural network architecture search method of air target intent recognition Journal Article

In: Chinese Journal of Aeronautics, vol. 38, no. 6, pp. 103295, 2025, ISSN: 1000-9361.

Abstract | Links | BibTeX

4065.

WANG, Ke; SONG, Yafei; XU, Yunfei; QUAN, Wen; NI, Peng; WANG, Peng; LI, Chenghai; ZHI, Xinyan

A novel automated neural network architecture search method of air target intent recognition Journal Article

In: Chinese Journal of Aeronautics, vol. 38, no. 6, pp. 103295, 2025, ISSN: 1000-9361.

Abstract | Links | BibTeX

4064.

Amin, Md Hasibul; Mohammadi, Mohammadreza; Bakos, Jason D.; Zand, Ramtin

CrossNAS: A Cross-Layer Neural Architecture Search Framework for PIM Systems Technical Report

2025.

Links | BibTeX

4063.

Xie, Yilin; Zhang, Shiqiang; Qing, Jixiang; Misener, Ruth; Tsay, Calvin

Global optimization of graph acquisition functions for neural architecture search Technical Report

2025.

Links | BibTeX

4062.

Sun, Yu; Zhang, Xianglin; Dong, Liang; Liu, Ning

Multi-objective evolutionary neural architecture search for medical image analysis using transformer and large language models in advancing public health Journal Article

In: Applied Soft Computing, vol. 179, pp. 113279, 2025, ISSN: 1568-4946.

Abstract | Links | BibTeX

4061.

Wang, Chen; Guo, Tiezheng; Yang, Qingwen; Liu, Yanyi; Tang, Jiawei; Wen, Yingyou

A NAS-Based Risk Prediction Model and Interpretable System for Amyloidosis Journal Article

In: Computers, Materials and Continua, vol. 83, no. 3, pp. 5561-5574, 2025, ISSN: 1546-2218.

Abstract | Links | BibTeX

4060.

Wei, Lan; Zhang, Dandan

A Dataset and Benchmarks for Deep Learning-Based Optical Microrobot Pose and Depth Perception Technical Report

2025.

Links | BibTeX

4059.

Aach, Marcel; Blanc, Cyril; Lintermann, Andreas; Grave, Kurt De

Optimizing edge AI models on HPC systems with the edge in the loop Technical Report

2025.

Links | BibTeX

4058.

Xie, Qing; Yu, Ruiyun

Expo-GAN: A Style Transfer Generative Adversarial Network for Exhibition Hall Design Based on Optimized Cyclic and Neural Architecture Search Journal Article

In: Computers, Materials and Continua, vol. 83, no. 3, pp. 4757-4774, 2025, ISSN: 1546-2218.

Abstract | Links | BibTeX

4057.

Zechen, Zheng; Xuelei, He; Fengjun, Zhao; Xiaowei, He

PSNAS-Net: Hybrid gradient-physical optimizationfor efficient neural architecture search in customized medical imaging analysis Journal Article

In: Expert Systems with Applications, vol. 288, pp. 128155, 2025, ISSN: 0957-4174.

Abstract | Links | BibTeX

4056.

Becktepe, Jannis; Hennig, Leona; Oeltze-Jafra, Steffen; Lindauer, Marius

Auto-nnU-Net: Towards Automated Medical Image Segmentation Technical Report

2025.

Links | BibTeX

4055.

Pinos, Michal; Klhufek, Jan; Mrazek, Vojtech; Sekanina, Lukas

Inference Energy Analysis in Context of Hardware-Aware NAS Proceedings Article

In: 2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS), pp. 161-164, 2025.

Links | BibTeX

4054.

Louis, Gani; Caves, Kenett; Bello, Sadis

Hybrid Neural Network Architectures: Integrating Convolutional and Recurrent Layers with Genetic Optimization for Anomaly Detection Journal Article

In: 2025.

Links | BibTeX

4053.

Phan, Quan Minh; Luong, Ngoc Hoang

From Hand-Crafted Metrics to Evolved Training-Free Performance Predictors for Neural Architecture Search via Genetic Programming Technical Report

2025.

Links | BibTeX

4052.

Zheng, Jie; He, Chunlin; Man, Wenxing; Wang, Jing

Training-free multi-scale neural architecture search for high-incidence cancer prediction Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 156, pp. 111089, 2025, ISSN: 0952-1976.

Abstract | Links | BibTeX

4051.

Kocher, Nick; Wassermann, Christian; Hennig, Leona; Seng, Jonas; Hoos, Holger; Kersting, Kristian; Lindauer, Marius; Müller, Matthias

Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks Technical Report

2025.

Links | BibTeX

4050.

Ardila, Diego Páez; Carvalho, Thiago; Saavedra, Santiago Vasquez; Niño, Cesar Valencia; Figueiredo, Karla; Vellasco, Marley

Quantum-Inspired NAS With Attention-Based Search Spaces in Medical Applications Proceedings Article

In: 2025 IEEE Symposium on Computational Intelligence in Health and Medicine Companion (CIHM Companion), pp. 1-5, 2025.

Links | BibTeX

4049.

Cao, Bin; Deng, Huanyu; Hao, Yiming; Luo, Xiao

Multi-view information fusion based on federated multi-objective neural architecture search for MRI semantic segmentation Journal Article

In: Information Fusion, vol. 123, pp. 103301, 2025, ISSN: 1566-2535.

Abstract | Links | BibTeX

4048.

Chabal, Daphnee; Muller, Tim; Zhang, Eloise; Sapra, Dolly; Laat, Cees; Mann, Zoltán Ádám

COLIBRI: Optimizing Multi-party Secure Neural Network Inference Time for Transformers Proceedings Article

In: Zlatolas, Lili Nemec; Rannenberg, Kai; Welzer, Tatjana; Garcia-Alfaro, Joaquin (Ed.): ICT Systems Security and Privacy Protection, pp. 17–31, Springer Nature Switzerland, Cham, 2025, ISBN: 978-3-031-92882-6.

Abstract | BibTeX

4047.

Rumiantsev, Pavel; Coates, Mark

Half Search Space is All You Need Technical Report

2025.

Links | BibTeX

4046.

Trirat, Patara; Lee, Jae-Gil

MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices Technical Report

2025.

Links | BibTeX

4045.

Hoang, Trong-Minh; Pham, Tuan-Anh; van-Nhan Nguyen,; Doan, Duc-Thang; Dao, Nhu-Ngoc

Leveraging Edge Intelligence for Solar Energy Management in Smart Grids Journal Article

In: IEEE Access, vol. 13, pp. 88093-88104, 2025.

Links | BibTeX

4044.

Gambella, Matteo; Solar, Vicente Javier Castro; Roveri, Manuel

SEAL: Searching Expandable Architectures for Incremental Learning Technical Report

2025.

Links | BibTeX

4043.

Chen, Samuel Yen-Chi; Liu, Chen-Yu; Chen, Kuan-Cheng; Huang, Wei-Jia; Chang, Yen-Jui; Huang, Wei-Hao

Differentiable Quantum Architecture Search in Quantum-Enhanced Neural Network Parameter Generation Technical Report

2025.

Links | BibTeX

4042.

Wang, Yancheng; Jojic, Nebojsa; Yang, Yingzhen

Differentiable Channel Selection in Self-Attention For Person Re-Identification Technical Report

2025.

Links | BibTeX

4041.

Deepa, S.; S, Parthiban; S, Angel; M, Divyalakshmi

Deep Analysis and Detection of Skin Disease using YOLO-NAS Algorithm Proceedings Article

In: 2025 5th International Conference on Trends in Material Science and Inventive Materials (ICTMIM), pp. 1626-1631, 2025.

Links | BibTeX

4040.

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

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

2025.

Links | BibTeX

4039.

Poddenige, Deshani Geethika; Seneviratne, Sachith; Senanayake, Damith; Niranjan, Mahesan; Suganthan, PN; Halgamuge, Saman

Arch-LLM: Taming LLMs for Neural Architecture Generation via Unsupervised Discrete Representation Learning Technical Report

2025.

Links | BibTeX

4038.

Mejia, Felix; Henao, John García; Hernandez, Carlos Barrios; Riveill, Michel

Efficiency in the classification of chest X-ray images through generative parallelization of the Neural Architecture SearchEficacia en la clasificación de imágenes de rayos Xde tórax mediante la paralelización generativa dela búsqueda de arquitectura neuronal Journal Article

In: ACI Avances en Ciencias e Ingenierías, vol. 17, 2025.

Links | BibTeX

4037.

Cao, Bin; Luo, Xiao; Liu, Xin; Li, Yun

Comprehensive-Forecast Multiobjective Genetic Programming for Neural Architecture Search Journal Article

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

Links | BibTeX

4036.

Zhai, Xiaotong; Li, Shu; Zhong, Guoqiang; Li, Tao; Zhang, Fuchang; Hedjam, Rachid

Generative neural architecture search Journal Article

In: Neurocomputing, vol. 642, pp. 130360, 2025, ISSN: 0925-2312.

Abstract | Links | BibTeX

4035.

Wani, M. Arif; Sultan, Bisma; Ali, Sarwat; Sofi, Mukhtar Ahmad

Introduction to Deep Learning Applications Book Chapter

In: Advances in Deep Learning, Volume 2, pp. 1–14, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-3498-9.

Abstract | Links | BibTeX

4034.

Wani, M. Arif; Sultan, Bisma; Ali, Sarwat; Sofi, Mukhtar Ahmad

Gradient-Based Neural Architecture Search Book Chapter

In: Advances in Deep Learning, Volume 2, pp. 31–44, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-3498-9.

Abstract | Links | BibTeX

4033.

Gu, XiaoTong; Tang, Shengyu; Cao, Yiming; Yu, Changdong

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Technical Report

2025.

Links | BibTeX

4032.

Cerioli, Alessandro; Petrosino, Lorenzo; Sasso, Daniele; Laroche, Clément; Piechowiak, Tobias; Pezzarossa, Luca; Merone, Mario; Vollero, Luca; Sabatini, Anna

Efficient Detection of Microplastics on Edge Devices With Tailored Compiler for TinyML Applications Journal Article

In: IEEE Access, vol. 13, pp. 90970-90982, 2025.

Links | BibTeX

4031.

Zhu, Chenghong; Wu, Xian; Zhang, Hao-Kai; Wu, Sixuan; Li, Guangxi; Wang, Xin

Scalable Quantum Architecture Search via Landscape Analysis Technical Report

2025.

Links | BibTeX

4030.

Wani, M. Arif; Sultan, Bisma; Ali, Sarwat; Sofi, Mukhtar Ahmad

Evolutionary Algorithm-Based Neural Architecture Search Book Chapter

In: Advances in Deep Learning, Volume 2, pp. 15–30, Springer Nature Singapore, Singapore, 2025, ISBN: 978-981-96-3498-9.

Abstract | Links | BibTeX

4029.

Guarrasi, Valerio; Mogensen, Klara; Tassinari, Sara; Qvarlander, Sara; Soda, Paolo

Timing Is Everything: Finding the Optimal Fusion Points in Multimodal Medical Imaging Technical Report

2025.

Links | BibTeX

4128 entries « 2 of 83 »