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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.


2755 entries « 1 of 56 »

2023

2755.

Zhao, Junbo; Ning, Xuefei; Liu, Enshu; Ru, Binxin; Zhou, Zixuan; Zhao, Tianchen; Chen, Chen; Zhang, Jiajin; Liao, Qingmin; Wang, Yu

Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS “Cold-Start” Technical Report

2023.

Links | BibTeX

2754.

Zhang, Baochang; Xu, Sheng; Lin, Mingbao; Wang, Tiancheng; Doermann, David

Binary Neural Networks: Algorithms, Architectures, and Applications Book

2023.

Links | BibTeX

2753.

Lukasik, Jovita

Topology Learning for Prediction, Generation, and Robustness in Neural Architecture Search PhD Thesis

2023.

Links | BibTeX

2752.

ZiWen, Dou; YuQi, Li; Dong, Ye

FasterMDE: A real-time monocular depth estimation search method that balances accuracy and speed on the edge Journal Article

In: Applied Intelligence, 2023.

Links | BibTeX

2751.

Hosseini, Ramtin; Zhang, Li; Garg, Bhanu; Xie, Pengtao

Fair and Accurate Decision Making through Group-Aware Learning Conference

ICML 2023, 2023.

Links | BibTeX

2750.

Wang, Wei; Wang, Xianpeng; Song, Xiangman

Maximal sparse convex surrogate-assisted evolutionary convolutional neural architecture search for image segmentation Journal Article

In: Complex & Intelligent Systems , 2023.

Links | BibTeX

2749.

Yang, Yi; Wei, Jiaxuan; Yu, Zhixuan; Zhang, Ruisheng

A trustworthy neural architecture search framework for pneumonia image classification utilizing blockchain technology Journal Article

In: The Journal of Supercomputing, 2023.

Links | BibTeX

2748.

Liu, Ruihua; Nan, Haoyu; Zou, Yangyang; Xie, Ting

AS-3DFCN: Automatically Seeking 3DFCN-Based Brain Tumor Segmentation Conference

Cognitive Computation, 2023.

Links | BibTeX

2747.

Thomson, Sarah L; Ochoa, Gabriela; Veerapen, Nadarajen; Michalak, Krzysztof

Channel Configuration for Neural Architecture: Insights from the Search Space Proceedings Article

In: The Genetic and Evolutionary Computation Conference (GECCO) 2023, 2023.

Links | BibTeX

2746.

Zhang, Anqi; Zhao, Shengmei

Evolutionary-based searching method for quantum circuit architecture Journal Article

In: Quantum Information Processing , 2023.

Links | BibTeX

2745.

Ren, Yaodanjun; Chen, Chen; Qi, Zhengwei

HaeNAS: Hardware-Aware Efficient Neural Architecture Search via Zero-Cost Proxy Miscellaneous

2023.

Links | BibTeX

2744.

(Ed.)

SpeedLimit: Neural Architecture Search for Quantized Transformer Models Collection

2023.

Links | BibTeX

2743.

(Ed.)

QuantumDARTS: Differentiable Quantum Architecture Search for Variational Quantum Algorithms Collection

2023.

Links | BibTeX

2742.

(Ed.)

Data Driven Designing of Convolutional Neural Networks Architectures for Image Classification. Collection

2023.

Links | BibTeX

2741.

Wang, Runqi; Yang, Linlin; Chen, Hanlin; Wang, Wei; Doermann, David; Zhang, Baochang

Anti-Bandit for Neural Architecture Search Journal Article

In: International Journal of Computer Vision , 2023.

Links | BibTeX

2740.

Feng, Yen-Wei; Jiang, Bing-Ru; Lin, Albert

NeuroEvolution-based network architecture evolution in semicon- ductor manufacturing Technical Report

2023.

Links | BibTeX

2739.

(Ed.)

Rethinking Dilated Convolution for Real-time Semantic Segmentation Collection

2023.

Links | BibTeX

2738.

Wang, Yu; Drgoňa, Ján; Zhang, Jiaxin; Suryanarayana, Karthik Somayaji Nanjangud; Schram, Malachi; Liu, Frank; Li, Peng

AutoNF: Automated Architecture Optimization of Normalizing Flows with Unconstrained Continuous Relaxation Admitting Optimal Discrete Solution Journal Article

In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 37, no. 8, pp. 10244-10252, 2023.

Links | BibTeX

2737.

Lu, Shun; Hu, Yu; Wang, Peihao; Han, Yan; Tan, Jianchao; Li, Jixiang; Yang, Sen; Liu, Ji

PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor Journal Article

In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 37, no. 7, pp. 8957-8965, 2023.

Links | BibTeX

2736.

Ma, Dongning; Zhao, Pengfei; Jiao, Xun

PerfHD: Efficient ViT Architecture Performance Ranking Using Hyperdimensional Computing Proceedings Article

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2229-2236, 2023.

Links | BibTeX

2735.

Hendrickx, Lotte; Symons, Arne; Ranst, Wiebe Van; Verhelst, Marian; Goedemé, Toon

Hardware-Aware NAS by Genetic Optimisation With a Design Space Exploration Simulator Proceedings Article

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2274-2282, 2023.

Links | BibTeX

2734.

-, Kwang

On Impact of Network Architecture for Deep Learning PhD Thesis

2023.

Links | BibTeX

2733.

Pijackova, Kristyna; Nejedly, Petr; Kremen, Vaclav; Plesinger, Filip; Mivalt, Filip; Lepkova, Kamila; Pail, Martin; Jurak, Pavel; Worrell, Gregory; Brazdil, Milan; Klimes, Petr

Genetic algorithm designed for optimization of neural network architectures for intracranial EEG recordings analysis Journal Article

In: Journal of Neural Engineering, vol. 20, no. 3, pp. 036034, 2023.

Abstract | Links | BibTeX

2732.

Theodorakopoulos, Daphne; Manss, Christoph; Stahl, Frederic; Lindauer, Marius

GREEN-AUTOML FOR PLASTIC LITTER DETECTION Conference

ICLR 2023 workshop, Tackling Climate Change with Machine Learning, 2023.

Links | BibTeX

2731.

P, Pushpaveni H; Yadav, Anil Kumar; Yadav, Santosh Kumar; Adhikari, Sulav Narayan

Detection of Skin Cancer using Neural Architecture Search with Model Quantization Journal Article

In: International Journal of Advances in Engineering Architecture Science and Technology, vol. 1, iss. 2, 2023.

Links | BibTeX

2730.

Deng, Shaojiang; Fan, Chao; Li, Yantao; Qin, Huafeng; El-Yacoubi, Mounim A.; Zhou, Gang

GRU-based Neural Architecture Search for Finger-Vein Identification Technical Report

2023.

Links | BibTeX

2729.

(Ed.)

AstroNet: When Astrocyte Meets Artificial Neural Network Collection

2023.

Links | BibTeX

2728.

(Ed.)

DisWOT: Student Architecture Search for Distillation WithOut Training Collection

2023.

Links | BibTeX

2727.

(Ed.)

MDL-NAS: A Joint Multi-domain Learning Framework for Vision Transformer Collection

2023.

Links | BibTeX

2726.

Thuan, Nguyen Duc; Dong, Trinh Phuong; Nguyen, Hue Thi; Hoang, Hong Si

Efficient bearing fault diagnosis with neural network search and parameter quantization based on vibration and temperature Journal Article

In: Engineering Research Express, vol. 5, no. 2, 2023.

Links | BibTeX

2725.

Huang, Junhao; Xue, Bing; Sun, Yanan; Zhang, Mengjie; Yen, Gary G

Split-Level Evolutionary Neural Architecture Search With Elite Weight Inheritance. Journal Article

In: IEEE transactions on neural networks and learning systems, 2023.

Links | BibTeX

2724.

Li, Yifan; Liu, Jing

A survey: evolutionary deep learning Journal Article

In: Soft Computing , 2023.

Links | BibTeX

2723.

Gao, Jianliang; Al-Sabri, Raeed; Oloulade, Babatounde Moctard; Chen, Jiamin; Lyu, Tengfei; Wu, Zhenpeng

GM2NAS: multitask multiview graph neural architecture search Journal Article

In: Knowledge and Information Systems , 2023.

Links | BibTeX

2722.

Loni, Mohammad; Mohan, Aditya; Asadi, Mehdi; Lindauer, Marius

Learning Activation Functions for Sparse Neural Networks Technical Report

2023.

Links | BibTeX

2721.

(Ed.)

Searching sharing relationship for instance segmentation decoder Collection

2023.

Links | BibTeX

2720.

Yang, Tiejun; He, Qing; Huang, Lin

OM-NAS: pigmented skin lesion image classification based on a neural architecture search Journal Article

In: Biomed. Opt. Express, vol. 14, no. 5, pp. 2153–2165, 2023.

Abstract | Links | BibTeX

2719.

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

Bayesian optimization for NAS with pretrained deep ensembles Proceedings Article

In: International Conference in Optimization and Learning (OLA),, 2023.

Links | BibTeX

2718.

Yao, Dixi

Solving Heterogeneity via Personalized Federated Learning Technical Report

2023.

Links | BibTeX

2717.

Li, Yantao; Luo, Jiaxing; Deng, Shaojiang; Zhou, Gang

SearchAuth: Neural Architecture Search Based Continuous Authentication Using Auto Augmentation Search Journal Article

In: ACM Trans. Sen. Netw., 2023, ISSN: 1550-4859, (Just Accepted).

Abstract | Links | BibTeX

2716.

Zhang, Xindong

Towards lightweight and efficient network design for image super-resolution PhD Thesis

2023.

Links | BibTeX

2715.

Zhang, Zhenman; Xue, Yu; Slowik, Adam; Yuan, Ziming

Sle-CNN: a novel convolutional neural network for sleep stage classification Proceedings Article

In: 2023.

Links | BibTeX

2714.

Tragoudaras, Antonios; Antoniadis, Charalampos; Massoud, Yehia

TinyML for EEG Decoding on Microcontrollers Technical Report

2023.

Links | BibTeX

2713.

Chatzimichailidis, Avraam

ALTERNATIVE OPTIMIZATION METHODS FOR TRAINING OF LARGE DEEP NEURAL NETWORKS PhD Thesis

2023.

Links | BibTeX

2712.

Mohan, Rohit; Elsken, Thomas; Zela, Arber; Metze, Jan Hendrik; Staffler, Benedikt; Brox, Thomas; Valada, Abhinav; Hutter, Frank

Neural Architecture Search for Dense Prediction Tasks in Computer Vision Journal Article

In: International Journal of Computer Vision (2023), 2023.

Links | BibTeX

2711.

Wang, Zhixian; Wang, Guoqing; Yang, Yang

NAS-StegNet: Lightweight Image Steganography Networks via Neural Architecture Search Proceedings Article

In: International Conference on Neural Information Processing 22, 2023.

Links | BibTeX

2710.

Shin, Jie Yong; Kang, Dae-Ki

A Higher Performing DARTS Model for CIFAR-10 Proceedings Article

In: -, Hsuan (Ed.): IHCI 2022: Intelligent Human Computer Interaction , 2023.

Links | BibTeX

2709.

Roberts, Nicholas; Liang, Yingyu; Sala, Frederic

UNDERSTANDING NEURAL ARCHITECTURE SEARCH BY ITS ARCHITECTURE PARAMETERS Technical Report

2023.

Links | BibTeX

2708.

Ruan, Diwang; Han, Jinzhao; Yan, Jianping; Gühmann, Clemens

Light convolutional neural network by neural architecture search and model pruning for bearing fault diagnosis and remaining useful life prediction Journal Article

In: 2023.

Links | BibTeX

2707.

Jin, Guangyin; Yan, Huan; Li, Fuxian; Li, Yong; Huang, Jincai

Dual Graph Convolution Architecture Search for Travel Time Estimation Journal Article

In: ACM Trans. Intell. Syst. Technol., 2023, ISSN: 2157-6904, (Just Accepted).

Abstract | Links | BibTeX

2706.

Sun, Jialiang; Zheng, Xiaohu; Yao, Wen; Zhang, Xiaoya; Zhou, Weien; Chen, Xiaoqian

Heat source layout optimization using automatic deep learning surrogate and multimodal neighborhood search algorithm Journal Article

In: Annals of Operations Research , 2023.

Links | BibTeX

2755 entries « 1 of 56 »