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.


4236 entries « 22 of 85 »

2024

3186.

Ji, Yuanfeng; 纪源丰,

Towards efficient deep learning for medical image analysis Bachelor Thesis

2024.

Abstract | Links | BibTeX

3185.

Zhuo, Yongqi; Su, Zhengyuan; Zhao, Chenggang; Gao, Mingyu

Syno: Structured Synthesis for Neural Operators Technical Report

2024.

Links | BibTeX

3184.

Wu, Jiaqi; Chen, Simin; Wang, Zehua; Chen, Wei; Tian, Zijian; Yu, F. Richard; Leung, Victor C. M.

Task-Oriented Real-time Visual Inference for IoVT Systems: A Co-design Framework of Neural Networks and Edge Deployment Technical Report

2024.

Links | BibTeX

3183.

Yu, Lian-Hui; Li, Xiao-Yu; Chen, Geng; Zhu, Qin-Sheng; Li, Hui; Yang, Guo-Wu

Untrained Filtering with Trained Focusing for Superior Quantum Architecture Search Technical Report

2024.

Links | BibTeX

3182.

Li, Wei; Zhu, Zhihao; Shao, Shitong; Lu, Yao; Song, Aiguo

Spiking Spatio-Temporal Neural Architecture Search for EEG-Based Emotion Recognition Journal Article

In: IEEE Transactions on Instrumentation and Measurement, pp. 1-1, 2024.

Links | BibTeX

3181.

Vafeiadis, Anastasios; Waterlaat, Nick; Castel, Clement; Defraene, Bruno; Daalderop, Gerardo; Vogel, Sebastian; Macours, Christophe

Ultra-Low Memory Speech Denoising using Quantization-Aware Neural Architecture Search Proceedings Article

In: 2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP), pp. 1-6, 2024.

Links | BibTeX

3180.

Li, Hao; Tian, Zhaoning; Wang, Jie; Wang, Huazhe; Gao, Kun; Zhong, Jun

LT-ScaleNAS: Multi-Self-Guides and Bidirectional SubNet Searching ScaleNAS Proceedings Article

In: 2024 4th International Conference on Computer Science and Blockchain (CCSB), pp. 225-229, 2024.

Links | BibTeX

3179.

Fatseas, Konstantinos; Bekooij, Marco J. G.; Sanberg, Willem P.

Optimizing PointNet++ and DBSCAN for Object Detection in Automotive Radar Point Clouds Proceedings Article

In: 2024 21st European Radar Conference (EuRAD), pp. 39-42, 2024.

Links | BibTeX

3178.

Kang, Jieui; Kwon, Sooyoung; Kim, Hyojin; Sim, Jaehyeong

AutoCaps-Zero: Searching for Hardware-Efficient Squash Function in Capsule Networks Proceedings Article

In: 2024 International Conference on Communications, Computing, Cybersecurity, and Informatics (CCCI), pp. 1-8, 2024.

Links | BibTeX

3177.

Rai, Shubham; Parra, Cecilia De La; Rapp, Martin; Borrmann, Jan Micha; Bretz, Nina; Metzlaff, Stefan; Soliman, Taha; Schorn, Christoph

Accelerating Automated Driving and ADAS Using HW/SW Codesign Proceedings Article

In: 2024 IEEE 37th International System-on-Chip Conference (SOCC), pp. 1-6, 2024.

Links | BibTeX

3176.

Orucu, Adam; Moradi, Farnaz; Ebrahimi, Masoumeh; Johnsson, Andreas

On Multi-Objective Neural Architecture Search for Modeling Network Performance Proceedings Article

In: 2024 15th International Conference on Network of the Future (NoF), pp. 214-218, 2024.

Links | BibTeX

3175.

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, 2024, ISSN: 1000-9361.

Abstract | Links | BibTeX

3174.

Lou, Wenqi; Qin, Yunji; Wang, Xuan; Gong, Lei; Wang, Chao; Zhou, Xuehai

FlexBCM: Hybrid Block-Circulant Neural Network and Accelerator Co-Search on FPGAs Journal Article

In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 43, no. 11, pp. 3852-3863, 2024.

Links | BibTeX

3173.

Tang, Miao; Liu, Ning; Yang, Tao; Fang, Haining; Lin, Qiu; Tan, Yujuan; Chen, Xianzhang; Liu, Duo; Zhong, Kan; Ren, Ao

FreePrune: An Automatic Pruning Framework Across Various Granularities Based on Training-Free Evaluation Journal Article

In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 43, no. 11, pp. 4033-4044, 2024.

Links | BibTeX

3172.

Huang, Baichuan; Abtahi, Azra; Aminifar, Amir

Energy-Aware Integrated Neural Architecture Search and Partitioning for Distributed Internet of Things (IoT) Journal Article

In: IEEE Transactions on Circuits and Systems for Artificial Intelligence, vol. 1, no. 2, pp. 257-271, 2024.

Links | BibTeX

3171.

Ho, Sy-Tuyen; Vo, Tuan Van; Ebrahimkhani, Somayeh; Cheung, Ngai-man

Vision Transformer Neural Architecture Search for Out-of-Distribution Generalization: Benchmark and Insights Proceedings Article

In: The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024.

Links | BibTeX

3170.

Savchenko, Andrey V.; Maslov, Dmitry; Makarov, Ilya

Device-Specific Facial Descriptors: Winning a Lottery with a SuperNet Proceedings Article

In: Endriss, Ulle; Melo, Francisco S.; Bach, Kerstin; Diz, Alberto José Bugar'ın; Alonso-Moral, Jose Maria; Barro, Senén; Heintz, Fredrik (Ed.): ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain - Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024), pp. 4439–4442, IOS Press, 2024.

Links | BibTeX

3169.

Zhang, Yuming; Hsieh, Jun Wei; Li, Xin; Chang, Ming-Ching; Lee, Chun-Chieh; Fan, Kuo-Chin

MOTE-NAS: Multi-Objective Training-based Estimate for Efficient Neural Architecture Search Proceedings Article

In: The Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024.

Links | BibTeX

3168.

Lawton, Neal; Galstyan, Aram; Steeg, Greg Ver

Learning Morphisms with Gauss-Newton Approximation for Growing Networks Technical Report

2024.

Links | BibTeX

3167.

Wu, Ning; Huang, Han; Xu, Yueting; Hao, Zhifeng

Zero-Shot NAS via the Suppression of Local Entropy Decrease Technical Report

2024.

Links | BibTeX

3166.

Pan, Yuhan; Sun, Yanan; Gong, Wei

An Architectural Approach to Enhance Deep Long-Tailed Learning Technical Report

2024.

Links | BibTeX

3165.

Wang, Hanming; Li, Yunlong; Wu, Zijun; Wang, Huifen; Zhang, Yuan

SASE: A Searching Architecture for Squeeze and Excitation Operations Miscellaneous

2024.

Links | BibTeX

3164.

Mao, Wei; Liu, Dingbang; Zhou, Haoxiang; Li, Fuyi; Li, Kai; Wu, Qiuping; Yang, Jiaqi; Cheng, Quan; Zhang, Liuyang; Yu, Hao

A 28-nm 135.19 TOPS/W Bootstrapped-SRAM Compute-in-Memory Accelerator With Layer-Wise Precision and Sparsity Journal Article

In: IEEE Transactions on Circuits and Systems I: Regular Papers, pp. 1-11, 2024.

Links | BibTeX

3163.

Wu, Tingting; Min, Ruyi; Song, Peixuan; Guo, Hengtao; Zeng, Tieyong; Fan, Feng-Lei

Retinal Vessel Segmentation via Neuron Programming Technical Report

2024.

Links | BibTeX

3162.

Sridhar, Arjun; Chang, Chen-Chia; Zhang, Junyao; Chen, Yiran

Improving Routability Prediction via NAS Using a Smooth One-shot Augmented Predictor Technical Report

2024.

Links | BibTeX

3161.

Wang, Yancheng; Sun, Dongfang; Yang, Yingzhen

Differentiable Attention Proceedings Article

In: Workshop on Machine Learning and Compression, NeurIPS 2024, 2024.

Links | BibTeX

3160.

Sridhar, Arjun; Chen, Yiran

Delta-NAS: Difference of Architecture Encoding for Predictor-based Evolutionary Neural Architecture Search Technical Report

2024.

Links | BibTeX

3159.

Wu, Yiliang; Luo, Xuliang; Guo, Fengchan; Lu, Tinghui; Liu, Cuimei

Research on multi-scenario adaptive acoustic encoders based on neural architecture search Journal Article

In: Frontiers in Physics, vol. 12, 2024, ISSN: 2296-424X.

Links | BibTeX

3158.

Tzoumanekas, Georgios; Chatzianastasis, Michail; Ilias, Loukas; Kiokes, George; Psarras, John; Askounis, Dimitris

A Graph Neural Architecture Search Approach for Identifying Bots in Social Media Technical Report

2024.

Links | BibTeX

3157.

Angeles-García, Yoqsan; Azueto-Ríos, Álvaro; Calvo, Hiram

Neural Architecture Search Using DyNNO for Air Pollution Forecasting Proceedings Article

In: Mata-Rivera, Miguel Félix; Zagal-Flores, Roberto; Barria-Huidobro, Cristian (Ed.): Telematics and Computing, pp. 80–93, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-77290-0.

Abstract | BibTeX

3156.

Cortês, Gabriel; Lourenço, Nuno; Machado, Penousal

GreenMachine: Automatic Design of Zero-Cost Proxies for Energy-Efficient NAS Miscellaneous

2024.

Links | BibTeX

3155.

Achamrah, Fatima Ezzahra

Leveraging Transfer Learning in Deep Reinforcement Learning for Solving Combinatorial Optimization Problems Under Uncertainty Journal Article

In: IEEE Access, vol. 12, pp. 181477-181497, 2024.

Links | BibTeX

3154.

Wang, Chao; Zhao, Jiaxuan; Li, Lingling; Jiao, Licheng; Liu, Fang; Liu, Xu; Yang, Shuyuan

Knowledge-aware Evolutionary Graph Neural Architecture Search Technical Report

2024.

Links | BibTeX

3153.

Malettira, Prajna G.; Negi, Shubham; Ponghiran, Wachirawit; Roy, Kaushik

TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks Technical Report

2024.

Links | BibTeX

3152.

Kuş, Zeki; Kiraz, Berna; Aydin, Musa; Kiraz, Alper

BioNAS: Neural Architecture Search for Multiple Data Modalities in Biomedical Image Classification Proceedings Article

In: Garcia, Fausto P.; Jamil, Akhtar; Hameed, Alaa Ali; Ortis, Alessandro; Ramirez, Isaac Segovia (Ed.): Recent Trends and Advances in Artificial Intelligence, pp. 539–550, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-70924-1.

Abstract | BibTeX

3151.

Tang, Yi; Liu, Min; Li, Baopu; Wang, Yaonan; Ouyang, Wanli

NAS-PED: Neural Architecture Search for Pedestrian Detection Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1-18, 2024.

Links | BibTeX

3150.

Pan, Wenxuan; Zhao, Feifei; Shen, Guobin; Han, Bing; Zeng, Yi

Brain-Inspired Multi-Scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2024.

Links | BibTeX

3149.

Li, Yuxuan; Guo, Yunhui

GradAlign for Training-free Model Performance Inference Technical Report

2024.

Links | BibTeX

3148.

Bercovich, Akhiad; Ronen, Tomer; Abramovich, Talor; Ailon, Nir; Assaf, Nave; Dabbah, Mohammad; Galil, Ido; Geifman, Amnon; Geifman, Yonatan; Golan, Izhak; Haber, Netanel; Karpas, Ehud; Koren, Roi; Levy, Itay; Molchanov, Pavlo; Mor, Shahar; Moshe, Zach; Nabwani, Najeeb; Puny, Omri; Rubin, Ran; Schen, Itamar; Shahaf, Ido; Tropp, Oren; Argov, Omer Ullman; Zilberstein, Ran; El-Yaniv, Ran

Puzzle: Distillation-Based NAS for Inference-Optimized LLMs Technical Report

2024.

Links | BibTeX

3147.

Cassimon, Amber; Mercelis, Siegfried; Mets, Kevin

Task Adaptation of Reinforcement Learning-based NAS Agents through Transfer Learning Technical Report

2024.

Links | BibTeX

3146.

Wang, Yuzhan; Liu, Sicong; Guo, Bin; Zhang, Boqi; Ma, Ke; Ding, Yasan; Luo, Hao; Li, Yao; Yu, Zhiwen

AdaScale: Dynamic Context-aware DNN Scaling via Automated Adaptation Loop on Mobile Devices Technical Report

2024.

Links | BibTeX

3145.

Zhu, Guanghui; Ji, Zipeng; Chen, Jingyan; Wang, Limin; Yuan, Chunfeng; Huang, Yihua

SA-GNAS: Seed Architecture Expansion for Efficient Large-scale Graph Neural Architecture Search Technical Report

2024.

Links | BibTeX

3144.

Rahman, Md Hafizur; Rizvee, Md Mashfiq; Shomaji, Sumaiya; Chakraborty, Prabuddha

ILASH: A Predictive Neural Architecture Search Framework for Multi-Task Applications Technical Report

2024.

Links | BibTeX

3143.

Huangfu, Hancong

Application Research of Neural Network Architecture Search in Big Data Analysis Proceedings Article

In: 2024 IEEE 7th International Conference on Information Systems and Computer Aided Education (ICISCAE), pp. 545-551, 2024.

Links | BibTeX

3142.

Henwood, Sébastien; Savaria, Yvon; Leduc-Primeau, François

MemNAS: Super-net Neural Architecture Search for Memristor-based DNN Accelerators Proceedings Article

In: 2024 IEEE Workshop on Signal Processing Systems (SiPS), pp. 1-6, 2024.

Links | BibTeX

3141.

Krstic, Lazar; Ivanovic, Milos; Simic, Visnja; Stojanovic, Boban

Evolutionary approach for composing a thoroughly optimized ensemble of regression neural networks Journal Article

In: Egyptian Informatics Journal, vol. 28, pp. 100581, 2024, ISSN: 1110-8665.

Abstract | Links | BibTeX

3140.

Rahman, Md Hafizur; Rizvee, Md Mashfiq; Shomaji, Sumaiya; Chakraborty, Prabuddha

ILASH: A Predictive Neural Architecture Search Framework for Multi-Task Applications Technical Report

2024.

Links | BibTeX

3139.

Trirat, Patara; Lee, Jae-Gil

PASTA: Neural Architecture Search for Anomaly Detection in Multivariate Time Series Journal Article

In: IEEE Transactions on Emerging Topics in Computational Intelligence, pp. 1-16, 2024.

Links | BibTeX

3138.

Chen, Xingchi; Zhang, Shuanglong; Li, Qing; Zhu, Fa; Feng, Ansong; Nkenyereye, Lewis; Rani, Shalli

A NAS-Based TinyML for Secure Authentication Detection on SAGVN-Enabled Consumer Edge Devices Technical Report

2024.

Links | BibTeX

3137.

Wang, Ti; Du, Zhongyan; Wang, Xiaobo; Yang, Shan; Ye, Haina

Research on Key Technologies of Visual Semantic Segmentation and Localization for Autonomous Vehicles Proceedings Article

In: 2024 5th International Conference on Computer Engineering and Intelligent Control (ICCEIC), pp. 308-312, 2024.

Links | BibTeX

4236 entries « 22 of 85 »