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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.


2208 entries « 1 of 45 »

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2208.

Chen, J.; Gao, J.; Lyu, T.; Oloulade, B.; Hu, X.

AutoMSR: Auto Molecular Structure Representation Learning for Multi-label Metabolic Pathway Prediction Journal Article

In: IEEE/ACM Transactions on Computational Biology and Bioinformatics, no. 01, pp. 1-11, 5555, ISSN: 1557-9964.

Abstract | Links | BibTeX

2023

2207.

Kolganov, Pavel A.; Tiumentsev, Yury V.

Än Attempt to Formalize the Formulation of the Network Architecture Search Problem for Convolutional Neural Networks Inproceedings

In: Kryzhanovsky, Boris; Dunin-Barkowski, Witali; Redko, Vladimir; Tiumentsev, Yury (Ed.): Ädvances in Neural Computation, Machine Learning, and Cognitive Research VI", pp. 550–556, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-19032-2.

Abstract | BibTeX

2206.

Zharikov, Ilia; Krivorotov, Ivan; Maximov, Egor; Korviakov, Vladimir; Letunovskiy, Alexey

Ä Review of One-Shot Neural Architecture Search Methods Inproceedings

In: Kryzhanovsky, Boris; Dunin-Barkowski, Witali; Redko, Vladimir; Tiumentsev, Yury (Ed.): Ädvances in Neural Computation, Machine Learning, and Cognitive Research VI", pp. 130–147, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-19032-2.

Abstract | BibTeX

2205.

Li, Chuanyou; Zhang, Kun; Li, Yifan; Shang, Jiangwei; Zhang, Xinyue; Qian, Lei

ANNA: Accelerating Neural Network Accelerator through software-hardware co-design for vertical applications in edge systems Journal Article

In: Future Generation Computer Systems, vol. 140, pp. 91-103, 2023, ISSN: 0167-739X.

Abstract | Links | BibTeX

2204.

Wen, Yingpeng; Yu, Weijiang; Li, Dongsheng; Du, Jiangsu; Huang, Dan; Xiao, Nong

CosNAS: Enhancing estimation on cosmological parameters via neural architecture search Journal Article

In: New Astronomy, vol. 99, pp. 101955, 2023, ISSN: 1384-1076.

Abstract | Links | BibTeX

2203.

Souquet, Léo; Shvai, Nadiya; Llanza, Arcadi; Nakib, Amir

Convolutional neural network architecture search based on fractal decomposition optimization algorithm Journal Article

In: Expert Systems with Applications, vol. 213, pp. 118947, 2023, ISSN: 0957-4174.

Abstract | Links | BibTeX

2202.

Deng, TianJin; Wu, Jia

Efficient graph neural architecture search using Monte Carlo Tree search and prediction network Journal Article

In: Expert Systems with Applications, vol. 213, pp. 118916, 2023, ISSN: 0957-4174.

Abstract | Links | BibTeX

2201.

Liu, Yang; Liang, Xinle; Luo, Jiahuan; He, Yuanqin; Chen, Tianjian; Yao, Quanming; Yang, Qiang

Cross-Silo Federated Neural Architecture Search for Heterogeneous and Cooperative Systems Book Chapter

In: Razavi-Far, Roozbeh; Wang, Boyu; Taylor, Matthew E.; Yang, Qiang (Ed.): Federated and Transfer Learning, pp. 57–86, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-11748-0.

Abstract | Links | BibTeX

2200.

Liang, Jingkang; Liao, Yixiao; Li, Weihua

Differentiable Architecture Searched Network with Tree-Structured Parzen Estimators for Rotating Machinery Fault Diagnosis Inproceedings

In: Zhang, Hao; Feng, Guojin; Wang, Hongjun; Gu, Fengshou; Sinha, Jyoti K. (Ed.): Proceedings of IncoME-VI and TEPEN 2021, pp. 959–970, Springer International Publishing, Cham, 2023, ISBN: 978-3-030-99075-6.

Abstract | BibTeX

2199.

Rajarajeswari, S.; Patil, Annapurna P.; Madhyastha, Aditya; Jaitly, Akshat; Jha, Himangshu Shekhar; Bhave, Sahil Rajesh; Das, Mayukh; Pradeep, N. S.

Design and Develop Hardware Aware DNN for Faster Inference Inproceedings

In: Ärai, Kohei" (Ed.): Intelligent Systems and Applications, pp. 309–318, Springer International Publishing, Cham, 2023, ISBN: 978-3-031-16075-2.

Abstract | BibTeX

2198.

Wang, Ziyan; Qi, Feng; Zou, Liming

Continuous Evolution for Efficient Neural Architecture Search Based on Improved NSGA-III Algorithm Inproceedings

In: Sun, Jiande; Wang, Yue; Huo, Mengyao; Xu, Lexi (Ed.): Signal and Information Processing, Networking and Computers, pp. 979–986, Springer Nature Singapore, Singapore, 2023, ISBN: 978-981-19-3387-5.

Abstract | BibTeX

2197.

Franchini, Giorgia; Ruggiero, Valeria; Porta, Federica; Zanni, Luca

Neural architecture search via standard machine learning methodologies Journal Article

In: Mathematics in Engineering, 2023.

Links | BibTeX

2022

2196.

Lu, Bingqian

Towards Ultra-Efficient Machine Learning for Edge Inference PhD Thesis

2022.

Links | BibTeX

2195.

Park, Jae Bok; Lee, Kyung Hee; Kwak, Ji Young; Cho, Chang Sik

Deployment Framework Design Techniques for Optimized Neural Network Applicati Technical Manual

2022.

Links | BibTeX

2194.

Nowak, Aleksandra I.; Janik, Romuald A.

Discovering wiring patterns influencing neural network performance Inproceedings

In: ECML PKDD 22, 2022.

Links | BibTeX

2193.

Stolle, Kurt; Vogel, Sebastian; van der Sommen, Fons; Sanberg, Willem

Block-Level Surrogate Models for Inference Time Estimation in Hardware-Aware Neural Architecture Search Inproceedings

In: ECML PKDD 22, 2022.

Links | BibTeX

2192.

Bhowmik, Pritom

Machine Learning in Production: From Experimented ML Model to System Journal Article

In: Journal of Robotics and Automation Research, 2022.

Links | BibTeX

2191.

Yuan, Wanqi; Fu, Chenping; Liu, Risheng; Fan, Xin

SSoB: searching a scene-oriented architecture for underwater object detection Journal Article

In: The Visual Computer, 2022.

Links | BibTeX

2190.

Li, Yilan; Lu, Yantao; Cui, Helei; Velipasalar, Senem

Improving robustness and efficiency of edge computing models Journal Article

In: Wireless Networks , 2022.

Links | BibTeX

2189.

Arhore, Edore G.; Yasaee, Mehdi; Dayyani, Iman

Optimisation of convolutional neural network architecture using genetic algorithm for the prediction of adhesively bonded joint strength Journal Article

In: Structural and Multidisciplinary Optimization, 2022.

Links | BibTeX

2188.

Liu, Yang; Liu, Jing; Li, Yifan

Automatic search of architecture and hyperparameters of graph convolutional networks for node classification Journal Article

In: Applied Intelligence , 2022.

Links | BibTeX

2187.

Phan, Quan Minh; Luong, Ngoc Hoang

Enhancing multi-objective evolutionary neural architecture search with training-free Pareto local search Journal Article

In: Applied Intelligence, 2022.

Links | BibTeX

2186.

Fadzail, N F; Zali, S Mat; Mid1, E C; Jailani, R

Application of Automated Machine Learning (AutoML) Method in Wind Turbine Fault Detection Journal Article

In: Journal of Physics: Conference Series, 2022.

Links | BibTeX

2185.

ke, Songyu; Song, Li; Bao, Kainan; Pan, Zheyi; Zhang, Junbo; Zheng, Yu

EAST: An Enhanced Automated Machine Learning Library for Spatio-Temporal Forecasting Inproceedings

In: DeepSpatial ’22, Washington, DC, USA, 2022.

BibTeX

2184.

Bin, Wang; Hui, Ning

Notebook for PAN at CLEF 2022:Profiling Irony and Stereotype Spreaders on Twitter Inproceedings

In: CLEF 2022: Conference and Labs of the Evaluation Forum, 2022.

Links | BibTeX

2183.

Arasakumaran, Umamageswari; Johnson, Shiny Duela; Sara, Dioline; Kothandaraman, Raja

An Enhanced Identification and Classification Algorithm for Plant Leaf Diseases Based on Deep Learning. Journal Article

In: Traitement du Signal, vol. 39, iss. 3, 2022.

Links | BibTeX

2182.

Bechtel, M.; Weng, Q.; Yun, H.

DeepPicarMicro: Applying TinyML to Autonomous Cyber Physical Systems Inproceedings

In: 2022 IEEE 28th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), pp. 120-127, IEEE Computer Society, Los Alamitos, CA, USA, 2022.

Abstract | Links | BibTeX

2181.

Fakieh, Bahjat; Ragab, Mahmoud

Automated COVID-19 Classification Using Heap-Based Optimization with the Deep Transfer Learning Model Journal Article Forthcoming

In: Computational Intelligence and its Applications in Biomedical Engineering, vol. 2022, Forthcoming.

Links | BibTeX

2180.

Turner, Jack

Efficient Neural Networks PhD Thesis

2022.

Links | BibTeX

2179.

Zheng, Kai; Zhao, Haochen; Zhao, Qichang; Wang, Bin; Gao, Xin; Wang, Jianxin

NASMDR: a framework for miRNA-drug resistance prediction using efficient neural architecture search and graph isomorphism networks Journal Article

In: Brief Bioinform., 2022.

Links | BibTeX

2178.

Chen, Shengbo; Jiang, Kai; Liu, Xianrui; Yang, Kangkang; Lei, Zhou

TGAS-ReID: Efficient architecture search for person re-identification via greedy decisions with topological order Journal Article

In: Applied Intelligence , 2022.

Links | BibTeX

2177.

Li, Jolen; Galazis, Christopher; Popov, Illarion; Ovchinnikov, Lev; Vesnin, Sergey; Losev, Alexander; Goryanin, Igor

Dynamic Weight Agnostic Neural Networks and Medical Microwave Radiometry (MWR) for Breast Cancer Diagnostics Technical Report

2022.

Links | BibTeX

2176.

Peng, Cheng; Li, Yangyang; Shang, Ronghua; Jiao, Licheng

ReCNAS: Resource-Constrained Neural Architecture Search Based on Differentiable Annealing and Dynamic Pruning Journal Article

In: IEEE Trans Neural Netw Learn Syst , 2022.

Links | BibTeX

2175.

Jeong, Joonhyun; Yu, Joonsang; Han, Dongyoon; Yoo, YoungJoon

Neural Architecture Search with Loss Flatness-aware Measure Inproceedings

In: DyNN workshop at the 39th International Conference on Machine Learning, 2022.

Links | BibTeX

2174.

Chen, Panyue; Wang, Rui; Zhao, Ping; Liu, Guanming; Wei, Zhihua

Searching Efficient Dynamic Graph CNN for Point Cloud Processing Inproceedings

In: 1st International Conference on Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2173.

Chatzimichailidis, Avraam; Zela, Arber; Keuper, Janis; Yang, Yang

GSparsity: Unifying Network Pruning and Neural Architecture Search by Group Sparsity Inproceedings

In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2172.

van Gastel, Rob; Vanschoren, Joaquin

Regularized Meta-Learning for Neural Architecture Search Inproceedings

In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2171.

Suchopárová, Gabriela; Neruda, Roman

Graph Embedding for Neural Architecture Search with Input-Output Information Inproceedings

In: 1st International Conference on, Automated Machine Learning, Late-Breaking Workshop, 2022.

Links | BibTeX

2170.

Zhang, Tianning; Kee, Chun Yun; Ang, Yee Sin; LI, Erping; Ang, Lay Kee

Symmetry Enhanced Network Architecture Search for Complex Metasurface Design Journal Article

In: IEEE Access, 2022.

Links | BibTeX

2169.

Gupta, Abhibha; Sheth, Parth; Xie, Pengtao

Neural architecture search for pneumonia diagnosis from chest X-rays Journal Article

In: Scientific Reports, vol. 12, 2022.

Links | BibTeX

2168.

Liao, W.; Zhang, Z.; Wang, X.; Yin, T.; Liu, H.; Ren, Z.; Yin, J.; Feng, S.

Distilldarts: Network Distillation for Smoothing Gradient Distributions in Differentiable Architecture Search Inproceedings

In: 2022 IEEE International Conference on Multimedia and Expo (ICME), pp. 1-6, IEEE Computer Society, Los Alamitos, CA, USA, 2022.

Abstract | Links | BibTeX

2167.

Poliakov, E.; Luu, V.; Tran, V.; Huang, C.

Model Compression via Structural Pruning and Feature Distillation for Accurate Multi-Spectral Object Detection on Edge-Devices Inproceedings

In: 2022 IEEE International Conference on Multimedia and Expo (ICME), pp. 1-6, IEEE Computer Society, Los Alamitos, CA, USA, 2022.

Abstract | Links | BibTeX

2166.

Zhou, J.; Chen, F.; Lu, G.

Pruning Based Training-Free Neural Architecture Search Inproceedings

In: 2022 IEEE International Conference on Multimedia and Expo (ICME), pp. 1-6, IEEE Computer Society, Los Alamitos, CA, USA, 2022.

Abstract | Links | BibTeX

2165.

Malkova, Aleksandra

Reconstruction of Radio Power Maps with Deep Neural Networks in a Weakly Labeled Learning Context PhD Thesis

Universite Grenoble Alpes, 2022.

Links | BibTeX

2164.

Marchisio, Alberto; Mrazek, Vojtech; Massa, Andrea; Bussolino, Beatrice; Martina, Maurizio; Shafique, Muhammad

HARNAS: Neural Architecture Search Jointly Optimizing for Hardware Efficiency and Adversarial Robustness of Convolutional and Capsule Networks Inproceedings

In: DyNN workshop at the 39th International Conference on Machine Learning, 2022.

Links | BibTeX

2163.

Sun, Zhenhong; Lin, Ming; Sun, Xiuyu; Tan, Zhiyu; Li, Hao; Jin, Rong

MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection Inproceedings

In: Chaudhuri, Kamalika; Jegelka, Stefanie; Song, Le; Szepesvari, Csaba; Niu, Gang; Sabato, Sivan (Ed.): Proceedings of the 39th International Conference on Machine Learning, pp. 20810–20826, PMLR, 2022.

Abstract | Links | BibTeX

2162.

Sun, Zhenhong; Lin, Ming; Sun, Xiuyu; Tan, Zhiyu; Li, Hao; Jin, Rong

MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection Inproceedings

In: Chaudhuri, Kamalika; Jegelka, Stefanie; Song, Le; Szepesvari, Csaba; Niu, Gang; Sabato, Sivan (Ed.): Proceedings of the 39th International Conference on Machine Learning, pp. 20810–20826, PMLR, 2022.

Abstract | Links | BibTeX

2161.

Parallel and Distributed Methods for Autonomous Design of Artificial Neural Networks PhD Thesis

2022.

Links | BibTeX

2160.

Wen, Long; Wang, You; Li, Xinyu

A new automatic convolutional neural network based on deep reinforcement learning for fault diagnosis Journal Article

In: Frontiers of Mechanical Engineering, vol. 17, 2022.

Links | BibTeX

2159.

Fayyazifar, Najmeh

Deep learning and neural architecture search for cardiac arrhythmias classification PhD Thesis

2022.

Links | BibTeX

2208 entries « 1 of 45 »