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.


3515 entries « 1 of 71 »

5555

3515.

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

3514.

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

2024

3513.

Ouertatani, Houssem; Maxim, Cristian; Niar, Smail; Talbi, El-Ghazali

Accelerated NAS via pretrained ensembles and multi-fidelity Bayesian Optimization Proceedings Article

In: 33rd International Conference on Artificial Neural Networks (ICANN), Lugano, Switzerland, 2024.

Links | BibTeX

3512.

(Ed.)

Medical Neural Architecture Search: Survey and Taxonomy Collection

2024.

Links | BibTeX

3511.

Improved Learning Through Neural Component Search PhD Thesis

2024.

Links | BibTeX

3510.

(Ed.)

A COMPARATIVE STUDY: DEEPFAKE VIDEO DETECTION WITH NASNETS AND LSTM Collection

2024.

Links | BibTeX

3509.

Ge, Wanying

Spoofing-robust Automatic Speaker Verification: Architecture, Explainability and Joint Optimisation PhD Thesis

2024.

Links | BibTeX

3508.

Hosseini, Ramtin

Trustworthy Neural Architecture Search PhD Thesis

2024.

Links | BibTeX

3507.

Baniata, Hamza

SoK: quantum computing methods for machine learning optimization Journal Article

In: Quantum Machine Intelligence , vol. 6, 2024.

Links | BibTeX

3506.

Wu, Ruoyou; Li, Cheng; Zou, Juan; Liu, Xinfeng; Zheng, Hairong; Wang, Shanshan

Generalizable Reconstruction for Accelerating MR Imaging via Federated Learning with Neural Architecture Search Journal Article

In: IEEE Trans Med Imaging . , 2024.

Links | BibTeX

3505.

Huang, Chien Yu; Tsai, Cheng-Che; Hwang, Lisa Alice; Kang, Bor-Hwang; Lin, Yaoh-Shiang; Su, Hsing-Hao; Shen, Guan‐Ting; Hsieh, Jun-Wei

SCC-NET: Segmentation of Clinical Cancer image for Head and Neck Squamous Cell Carcinoma Technical Report

2024.

Links | BibTeX

3504.

Asiimwe, Arnold; Das, William; Benmeziane, Hadjer; Maghraoui, Kaoutar El

EfficientMedSAM: Accelerating Medical Image Segmentation via Neural Architecture Search and Knowledge Distillation Conference

EDGE2024, 2024.

Links | BibTeX

3503.

(Ed.)

Are Large Language Models Good Neural Architecture Generators for Edge? Collection

2024.

Links | BibTeX

3502.

Yin, Jia; Wang, Wei; Guo, Zhonghua; Ji, Yangchun

DTS: dynamic training slimming with feature sparsity for efficient convolutional neural network Journal Article

In: Journal of Real-Time Image Processing, 2024.

Links | BibTeX

3501.

(Ed.)

Neural Architecture Search for Adversarial Robustness via Learnable Pruning Collection

2024.

Links | BibTeX

3500.

Yang, Jiechao; Liu, Yong

ETAS: Zero-Shot Transformer Architecture Search via Network Trainability and Expressivity Miscellaneous

2024.

Links | BibTeX

3499.

(Ed.)

UP-NAS: Unified Proxy for Neural Architecture Search Collection

2024.

Links | BibTeX

3498.

Wang, Xin; Chen, Hong; Pan, Zirui; Zhou, Yuwei; Guan, Chaoyu; Sun, Lifeng; Zhu, Wenwu

Automated Disentangled Sequential Recommendation with Large Language Models Journal Article

In: ACM Trans. Inf. Syst., 2024, ISSN: 1046-8188, (Just Accepted).

Abstract | Links | BibTeX

3497.

(Ed.)

On Efficient Object-Detection NAS for ADAS on Edge devices Collection

2024.

Links | BibTeX

3496.

Micheal, A Ancy; Micheal, A Annie; Gopinathan, Anurekha; Barath, B U Anu

Deep Learning-based Multi-class Object Tracking With Occlusion Handling Mechanism in Uav Videos Technical Report

2024.

Links | BibTeX

3495.

(Ed.)

Disentangled Continual Graph Neural Architecture Search with Invariant Modular Supernet Collection

2024.

Links | BibTeX

3494.

Gao, Tianxiao; Guo, Li; Zhao, Shanwei; Xu, Peihan; Yang, Yukun; Liu, Xionghao; Wang, Shihao; Zhu, Shiai; Zhou, Dajiang

QuantNAS: Quantization-aware Neural Architecture Search For Efficient Deployment On Mobile Device Proceedings Article

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 1704-1713, 2024.

Links | BibTeX

3493.

(Ed.)

Agent Based Model for AUTODL Optimisation Collection

2024.

Links | BibTeX

3492.

Wang, Zixiao; Wang, Jiansu; Li, Shuo; Yang, Jiadi; Xing, Tianzhang

A lightweight and real-time responsive framework for various visual tasks via neural architecture search Journal Article

In: CCF Transactions on Pervasive Computing and Interaction , 2024.

Links | BibTeX

3491.

Krestinskaya, Olga; Fouda, Mohammed E.; Benmeziane, Hadjer; Maghraoui, Kaoutar El; Sebastian, Abu; Lu, Wei D.; Lanza, Mario; Li, Hai; Kurdahi, Fadi; Fahmy, Suhaib A.; Eltawil, Ahmed; Salama, Khaled N.

Neural architecture search for in-memory computing-based deep learning accelerators Journal Article

In: nature reviews electrical engineering , pp. 374-390, 2024.

Links | BibTeX

3490.

Venske, Sandra Mara Scós; de Almeida, Carolina Paula; Delgado, Myriam Regattieri

Metaheuristics and machine learning: an approach with reinforcement learning assisting neural architecture search Journal Article

In: Journal of Heuristics, 2024.

Links | BibTeX

3489.

Mengyan Jin Jianfang Cao, Yun Tian

Ancient mural dynasty recognition algorithm based on a neural network architecture search Journal Article

In: Heritage Science , 2024.

Links | BibTeX

3488.

Ray, Subhosit

TOWARDS SELF-ORGANIZED BRAIN: TOPOLOGICAL REINFORCEMENT LEARNING WITH GRAPH CELLULAR AUTOMATA PhD Thesis

2024.

Links | BibTeX

3487.

Ramaraj, N.; Murugan, G.; Regunathan, R.

Neural Network-Powered Conductorless Ticketing for Public Transportation Proceedings Article

In: 2024 4th International Conference on Pervasive Computing and Social Networking (ICPCSN), pp. 236-241, IEEE Computer Society, Los Alamitos, CA, USA, 2024.

Abstract | Links | BibTeX

3486.

Porta, Alessandro Benfenati Ambra Catozzi Giorgia Franchini Federica

Early stopping strategies in Deep Image Prior Technical Report

2024.

Links | BibTeX

3485.

Lee, Matthew; Sanchez-Matilla, Ricardo; Stoyanov, Danail; Luengo, Imanol

DIPO: Differentiable Parallel Operation Blocks for Surgical Neural Architecture Search Journal Article

In: IEEE J Biomed Health Inform , 2024.

Links | BibTeX

3484.

Li, Guilin; Wang, Qiang; Zheng, Xiawu

Distilling Structural Knowledge for Platform-Aware Semantic Segmentation Journal Article

In: Journal of Physics: Conference Series, vol. 2759, no. 1, pp. 012010, 2024.

Abstract | Links | BibTeX

3483.

(Ed.)

SCAN-EDGE: FINDING MOBILENET-SPEED HYBRID NETWORKS FOR COMMODITY EDGE DEVICES Collection

2024.

Links | BibTeX

3482.

Wang, Gang; Wang, Bang-Hai; Fei, Shao-Ming

An RNN–policy gradient approach for quantum architecture search Journal Article

In: Quantum Information Processing, vol. 23, no. 5, 2024, ISSN: 1573-1332.

Links | BibTeX

3481.

Gündüz, Hüseyin Anil; Mreches, René; Moosbauer, Julia; Robertson, Gary; To, Xiao-Yin; Franzosa, Eric A.; Huttenhower, Curtis; Rezaei, Mina; McHardy, Alice C.; Bischl, Bernd; Münch, Philipp C.; Binder, Martin

Optimized model architectures for deep learning on genomic data Journal Article

In: communications biology , 2024.

Links | BibTeX

3480.

Guillaume, Lacharme; Hubert, Cardot; Christophe, Lente; Nicolas, Monmarche

The limitations of differentiable architecture search Journal Article

In: Pattern Analysis and Applications, 2024.

Links | BibTeX

3479.

Wang, Yili; Chen, Jiamin; Li, Qiutong; He, Changlong; Gao, Jianliang

Graph neural architecture search with heterogeneous message-passing mechanisms Journal Article

In: Knowledge and Information Systems , 2024.

Links | BibTeX

3478.

Sankar, S. M. Udhaya; D. Dhinakaran, R; Shrey Kumar Verma Selvaraj, R; Natarajasivam, P. C. Praveen Kishore

Optimizing diabetic retinopathy disease prediction using PNAS, ASHA, and transfer learning Book Chapter

In: 2024, ISBN: 9781003430421.

Links | BibTeX

3477.

Ma, Benteng; Zhang, Jing; Xia, Yong; Tao, Dacheng

VNAS: Variational Neural Architecture Search Journal Article

In: International Journal of Computer Vision , 2024.

Links | BibTeX

3476.

Garavagno, Andrea Mattia; Ragusa, Edoardo; Frisoli, Antonio; Gastaldo, Paolo

An Affordable Hardware-Aware Neural Architecture Search for Deploying Convolutional Neural Networks on Ultra-Low-Power Computing Platforms Journal Article

In: IEEE Sensors Letters, 2024.

Links | BibTeX

3475.

Nasrullah, Nasrullah; Sang, Jun; Alam, Mohammad S.; Mateen, Muhammad; Cai, Bin; Hu, Haibo

Automated Lung Nodule Detection and Classification Using Deep Learning Combined with Multiple Strategies Journal Article

In: Sensors, 2024.

Links | BibTeX

3474.

Berezsky, O. M.; Liashchynskyi, P. B.

METHOD OF GENERATIVE-ADVERSARIAL NETWORKS SEARCHING ARCHITECTURES FOR BIOMEDICAL IMAGES SYNTHESIS Journal Article

In: Radio Electronics, Computer Science, Control, no. 1, pp. 104, 2024.

Links | BibTeX

3473.

Elghazi, Khalid; Ramchoun, Hassan; Masrour, Tawfik

Enhancing CNN structure and learning through NSGA-II-based multi-objective optimization Journal Article

In: Evolving Systems , 2024.

Links | BibTeX

3472.

Liang, Jiayu; Cao, Hanqi; Lu, Yaxin; Su, Mingming

Architecture search of accurate and lightweight CNNs using genetic algorithm Journal Article

In: Genetic Programming and Evolvable Machines , 2024.

Links | BibTeX

3471.

Wang, Xianbao; Liu, Pengfei; Xiang, Sheng; Weng, Yangkai; Yao, Minghai

Search on dual-space: discretization accuracy-based architecture search for person re-identification Journal Article

In: The Visual Computer , 2024.

Links | BibTeX

3470.

Kapoor, Rahul; Pillay, Nelishia

A genetic programming approach to the automated design of CNN models for image classification and video shorts creation Journal Article

In: Genetic Programming and Evolvable Machines, 2024.

Links | BibTeX

3469.

jin, Cong; Huang, Jinjie; Chen, Yuanjian

Neural architecture search via progressive partial connection with attention mechanism Journal Article

In: scientific reports , 2024.

Links | BibTeX

3468.

CHEN, BOYU

Neural Architecture Search for Convolutional and Transformer Deep Neural Networks PhD Thesis

2024.

Links | BibTeX

3467.

Luo, Zhirui

DEEP LEARNING METHODS FOR SMART METER DATA ANALYTICS AND APPLICATIONS PhD Thesis

2024.

Links | BibTeX

3466.

(Ed.)

PerFedRLNAS: One-for-All Personalized Federated Neural Architecture Search Collection

2024.

Links | BibTeX

3515 entries « 1 of 71 »