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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 « 31 of 85 »

2023

2736.

Li, Yanjing; Xu, Sheng; Cao, Xianbin; Zhuo, Lián; Zhang, Baochang; Wang, Tian; Guo, Guodong

DCP-NAS: Discrepant Child-Parent Neural Architecture Search for 1-bit CNNs Technical Report

2023.

Links | BibTeX

2735.

Wang, Wei; Wang, Xianpeng; Song, Xiangman

Adaptive lightweight convolutional neural architecture search for segmentation problem Journal Article

In: Engineering Optimization, vol. 0, no. 0, pp. 1-18, 2023.

Links | BibTeX

2734.

Peng, Hongwu; Zhou, Shanglin; Luo, Yukui; Xu, Nuo; Duan, Shijin; Ran, Ran; Zhao, Jiahui; Wang, Chenghong; Geng, Tong; Wen, Wujie; Xu, Xiaolin; Ding, Caiwen

PASNet: Polynomial Architecture Search Framework for Two-party Computation-based Secure Neural Network Deployment Technical Report

2023.

Links | BibTeX

2733.

Lacharme, Guillaume; Cardot, Hubert; Lenté, Christophe; Monmarché, Nicolas

DARTS with Degeneracy Correction Proceedings Article

In: Pertusa, Antonio; Gallego, Antonio Javier; Sánchez, Joan Andreu; Domingues, Inês (Ed.): Pattern Recognition and Image Analysis, pp. 40–53, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-36616-1.

Abstract | Links | BibTeX

2732.

Zhang, Zijun; Lamson, Adam R.; Shelley, Michael; Troyanskaya, Olga G.

Interpretable neural architecture search and transfer learning for understanding sequence dependent enzymatic reactions Technical Report

2023.

Links | BibTeX

2731.

Liu, Zhu; Liu, Jinyuan; Wu, Guanyao; Fan, Xin; Liu, Risheng

Embracing Compact and Robust Architectures for Multi-Exposure Image Fusion Technical Report

2023.

Links | BibTeX

2730.

Zhang, Ya-Lin; Zhou, Jun; Ren, Yankun; Zhang, Yue; Yang, Xinxing; Li, Meng; Shi, Qitao; Li, Longfei

ALT: An Automatic System for Long Tail Scenario Modeling Technical Report

2023.

Links | BibTeX

2729.

Xu, Peng; Zhang, Lin; Liu, Xuanzhou; Sun, Jiaqi; Zhao, Yue; Yang, Haiqing; Yu, Bei

Do Not Train It: A Linear Neural Architecture Search of Graph Neural Networks Technical Report

2023.

Links | BibTeX

2728.

Ye, Zhen; Xue, Wei; Tan, Xu; Liu, Qifeng; Guo, Yike

NAS-FM: Neural Architecture Search for Tunable and Interpretable Sound Synthesis based on Frequency Modulation Technical Report

2023.

Links | BibTeX

2727.

Yin, Kangyong; Huang, Zhechen; Qiu, Suo; Wang, Zhi; Tao, Fengbo; Liang, Wei; Huang, Haosheng

An action recognition method based on neural architecture search Proceedings Article

In: Wang, Hongzhi; Kong, Xiangjie (Ed.): International Conference on Internet of Things and Machine Learning (IoTML 2022), pp. 126401Q, International Society for Optics and Photonics SPIE, 2023.

Links | BibTeX

2726.

Rajapakshe, Thejan; Rana, Rajib; Khalifa, Sara; Sisman, Berrak; Schuller, Björn W.

Improving Speech Emotion Recognition Performance using Differentiable Architecture Search Technical Report

2023.

Links | BibTeX

2725.

Davy, N.; Waheed, U. Bin; Koeshidayatullah, A.; El-Husseiny, A.

Automated Deep Learning (AutoDL) for Facies Prediction: Implementation and Strategy Journal Article

In: vol. 2023, no. 1, pp. 1-5, 2023, ISSN: 2214-4609.

Links | BibTeX

2724.

Deutel, Mark; Kontes, Georgios D.; Mutschler, Christopher; Teich, Jürgen

Augmented Random Search for Multi-Objective Bayesian Optimization of Neural Networks Technical Report

2023.

Links | BibTeX

2723.

Wei, Wei; Zhao, Shuyi; Xu, Songzheng; Zhang, Lei; Zhang, Yanning

Semi-Supervised Neural Architecture Search for Hyperspectral Imagery Classification Method With Dynamic Feature Clustering Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023.

Links | BibTeX

2722.

Zhang, Jiuling; Ding, Zhiming

Small Temperature is All You Need for Differentiable Architecture Search Proceedings Article

In: Kashima, Hisashi; Ide, Tsuyoshi; Peng, Wen-Chih (Ed.): Ädvances in Knowledge Discovery and Data Mining", pp. 303–315, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-33374-3.

Abstract | BibTeX

2721.

Zhang, Peng; Zhang, Pengjv; Wu, Haoran; Tang, Jinsong

Automatic deep learning for automatic target detection of sonar images Proceedings Article

In: Ba, Shuhong; Zhou, Fan (Ed.): Third International Conference on Machine Learning and Computer Application (ICMLCA 2022), pp. 1263634, International Society for Optics and Photonics SPIE, 2023.

Links | BibTeX

2720.

Huang, Jia-Cheng; Zeng, Guo-Qiang; Geng, Guang-Gang; Weng, Jian; Lu, Kang-Di; Zhang, Yu

Differential evolution-based convolutional neural networks: An automatic architecture design method for intrusion detection in industrial control systems Journal Article

In: Computers & Security, vol. 132, pp. 103310, 2023, ISSN: 0167-4048.

Abstract | Links | BibTeX

2719.

Wang, Zigeng; Li, Bingbing; Xiao, Xia; Zhang, Tianyun; Bragin, Mikhail A.; Yan, Bing; Ding, Caiwen; Rajasekaran, Sanguthevar

Automatic Subnetwork Search Through Dynamic Differentiable Neuron Pruning Proceedings Article

In: 2023 24th International Symposium on Quality Electronic Design (ISQED), pp. 1-6, 2023.

Links | BibTeX

2718.

Jin, Xiu; Zhang, Tong; Wang, Lianglong; Luo, Qing; Li, Shaowen; Zhang, Xiaodan; Lu, Jie; Rao, Yuan

Using an optimised neural architecture search for predicting the quantum yield of photosynthesis of winter wheat Journal Article

In: Biosystems Engineering, vol. 230, pp. 442-457, 2023, ISSN: 1537-5110.

Abstract | Links | BibTeX

2717.

Chen, Tianyi; Liang, Luming; Ding, Tianyu; Zharkov, Ilya

Towards Automatic Neural Architecture Search within General Super-Networks Technical Report

2023.

Links | BibTeX

2716.

Lawton, Neal; Kumar, Anoop; Thattai, Govind; Galstyan, Aram; Steeg, Greg Ver

Neural Architecture Search for Parameter-Efficient Fine-tuning of Large Pre-trained Language Models Technical Report

2023.

Links | BibTeX

2715.

Huang, Zhe; Li, Yudian

FSD: Fully-Specialized Detector via Neural Architecture Search Technical Report

2023.

Links | BibTeX

2714.

An, Sohyun; Lee, Hayeon; Jo, Jaehyeong; Lee, Seanie; Hwang, Sung Ju

DiffusionNAG: Task-guided Neural Architecture Generation with Diffusion Models Technical Report

2023.

Links | BibTeX

2713.

Jiang, Zhiying; Liu, Risheng; Yang, Shuzhou; Zhang, Zengxi; Fan, Xin

Contrastive Learning Based Recursive Dynamic Multi-Scale Network for Image Deraining Technical Report

2023.

Links | BibTeX

2712.

Pietron, Marcin; Zurek, Dominik; Faber, Kamil; Corizzo, Roberto

AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection Technical Report

2023.

Links | BibTeX

2711.

Silva, Ada Cristina França; Cortes, Omar Andres Carmona

GANASUNet: An Efficient Convolutional Neural Architecture for Segmenting Iron Ore Images Proceedings Article

In: Äbraham, Ajith; Pllana, Sabri; Casalino, Gabriella; Ma, Kun; Bajaj, Anu" (Ed.): Ïntelligent Systems Design and Applications", pp. 281–291, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-35510-3.

Abstract | BibTeX

2710.

Guo, Hongwei; Zhuang, Xiaoying; Alajlan, Naif; Rabczuk, Timon

Physics-informed deep learning for melting heat transfer analysis with model-based transfer learning Journal Article

In: Computers & Mathematics with Applications, vol. 143, pp. 303-317, 2023, ISSN: 0898-1221.

Abstract | Links | BibTeX

2709.

Serianni, Aaron; Kalita, Jugal

Training-free Neural Architecture Search for RNNs and Transformers Technical Report

2023.

Links | BibTeX

2708.

Chen, Zihao; Yang, Fan; Shang, Li; Zeng, Xuan

Automated and Agile Design of Layout Hotspot Detector via Neural Architecture Search Proceedings Article

In: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1-6, 2023.

Links | BibTeX

2707.

Waterlaat, Nick; Vogel, Sebastian; Rodriguez, Hiram Rayo Torres; Sanberg, Willem; Daalderop, Gerardo

Quantization-Aware Neural Architecture Search with Hyperparameter Optimization for Industrial Predictive Maintenance Applications Proceedings Article

In: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1-2, 2023.

Links | BibTeX

2706.

Zhao, Shixin; Qu, Songyun; Wang, Ying; Han, Yinhe

ENASA: Towards Edge Neural Architecture Search based on CIM acceleration Proceedings Article

In: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1-2, 2023.

Links | BibTeX

2705.

Pan, Hu; Hu, Yuan; Yang, Ying; Zhang, Xu

Graphormer-NAS-X: A Novel Graphormer-Based Neural Architecture Search Method Proceedings Article

In: Park, Ji Su; Yang, Laurence T.; Pan, Yi; Park, Jong Hyuk (Ed.): Ädvances in Computer Science and Ubiquitous Computing", pp. 45–51, Springer Nature Singapore, Singapore, 2023, ISBN: 978-981-99-1252-0.

Abstract | BibTeX

2704.

Chang, Hung-Yang; Mozafari, Seyyed Hasan; Clark, James J.; Meyer, Brett H.; Gross, Warren J.

High-Throughput Edge Inference for BERT Models via Neural Architecture Search and Pipeline Proceedings Article

In: Proceedings of the Great Lakes Symposium on VLSI 2023, pp. 455–459, Association for Computing Machinery, Knoxville, TN, USA, 2023, ISBN: 9798400701252.

Abstract | Links | BibTeX

2703.

Che, Kaiwei; Zhou, Zhaokun; Ma, Zhengyu; Fang, Wei; Chen, Yanqi; Shen, Shuaijie; Yuan, Li; Tian, Yonghong

Auto-Spikformer: Spikformer Architecture Search Technical Report

2023.

Links | BibTeX

2702.

Lou, Wenqi; Qian, Jiaming; Gong, Lei; Wang, Xuan; Wang, Chao; Zhou, Xuehai

NAF: Deeper Network/Accelerator Co-Exploration for Customizing CNNs on FPGA Proceedings Article

In: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1-6, 2023.

Links | BibTeX

2701.

Dou, Ziwen; Ye, Dong; Wang, Boya

AutoSegEdge: Searching for the edge device real-time semantic segmentation based on multi-task learning Journal Article

In: Image and Vision Computing, vol. 136, pp. 104719, 2023, ISSN: 0262-8856.

Abstract | Links | BibTeX

2700.

Pierros, Ioannis; Kouloumpris, Eleftherios; Zaikis, Dimitrios; Vlahavas, Ioannis

Retail Demand Forecasting for 1 Million Products Proceedings Article

In: Äbraham, Ajith; Pllana, Sabri; Casalino, Gabriella; Ma, Kun; Bajaj, Anu" (Ed.): Ïntelligent Systems Design and Applications", pp. 467–479, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-27440-4.

Abstract | Links | BibTeX

2699.

Akhauri, Yash; Abdelfattah, Mohamed S.

Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search Technical Report

2023.

Links | BibTeX

2698.

Nasir, Muhammad Umair; Earle, Sam; Togelius, Julian; James, Steven; Cleghorn, Christopher W.

LLMatic: Neural Architecture Search via Large Language Models and Quality-Diversity Optimization Technical Report

2023.

Links | BibTeX

2697.

Zhang, Xiaoyun; Ping, Xieyi; Zhang, Jianwei

Deep Active Learning with Structured Neural Depth Search Technical Report

2023.

Links | BibTeX

2696.

Hafiz, Faizal; Broekaert, Jan; Torre, Davide La; Swain, Akshya

Co-evolution of neural architectures and features for stock market forecasting: A multi-objective decision perspective Journal Article

In: Decision Support Systems, pp. 114015, 2023, ISSN: 0167-9236.

Abstract | Links | BibTeX

2695.

Ye, Shaozhuang; Wang, Tuo; Ding, Mingyue; Zhang, Xuming

F-DARTS: Foveated Differentiable Architecture Search Based Multimodal Medical Image Fusion Journal Article

In: IEEE Transactions on Medical Imaging, pp. 1-1, 2023.

Links | BibTeX

2694.

Liu, Yang; Liu, Jing

A surrogate evolutionary neural architecture search algorithm for graph neural networks Journal Article

In: Applied Soft Computing, vol. 144, pp. 110485, 2023, ISSN: 1568-4946.

Abstract | Links | BibTeX

2693.

Zhang, Qi; Peng, Yuanxi; Zhang, Zhiwen; Li, Teng

Semantic Segmentation of Spectral LiDAR Point Clouds Based on Neural Architecture Search Journal Article

In: IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-11, 2023.

Links | BibTeX

2692.

Jawahar, Ganesh; Yang, Haichuan; Xiong, Yunyang; Liu, Zechun; Wang, Dilin; Sun, Fei; Li, Meng; Pappu, Aasish; Oguz, Barlas; Abdul-Mageed, Muhammad; Lakshmanan, Laks V. S.; Krishnamoorthi, Raghuraman; Chandra, Vikas

Mixture-of-Supernets: Improving Weight-Sharing Supernet Training with Architecture-Routed Mixture-of-Experts Technical Report

2023.

Links | BibTeX

2691.

Ha, Hyeonjeong; Kim, Minseon; Hwang, Sung Ju

Generalizable Lightweight Proxy for Robust NAS against Diverse Perturbations Technical Report

2023.

Links | BibTeX

2690.

Deng, Yuwen; Kang, Wang; Xing, Wei W.

Differentiable Multi-Fidelity Fusion: Efficient Learning of Physics Simulations with Neural Architecture Search and Transfer Learning Technical Report

2023.

Links | BibTeX

2689.

Jidney, Tasmia Tahmida; Biswas, Angona; Nasim, Md Abdullah Al; Hossain, Ismail; Alam, Md Jahangir; Talukder, Sajedul; Hossain, Mofazzal; Ullah, Md. Azim

AutoML Systems For Medical Imaging Technical Report

2023.

Links | BibTeX

2688.

Salinas-Guerra, Rocío; Mejía-Dios, Jesús-Adolfo; Mezura-Montes, Efrén; Márquez-Grajales, Aldo

An Evolutionary Bilevel Optimization Approach for Neuroevolution Book Chapter

In: Castillo, Oscar; Melin, Patricia (Ed.): Hybrid Intelligent Systems Based on Extensions of Fuzzy Logic, Neural Networks and Metaheuristics, pp. 395–423, Springer Nature Switzerland, Cham, 2023, ISBN: 978-3-031-28999-6.

Abstract | Links | BibTeX

2687.

Chauhan, Vinod Kumar; Zhou, Jiandong; Lu, Ping; Molaei, Soheila; Clifton, David A.

A Brief Review of Hypernetworks in Deep Learning Technical Report

2023.

Links | BibTeX

4236 entries « 31 of 85 »