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.


4221 entries « 49 of 85 »

2022

1821.

Duan, Yiqun; Wang, Zhen; Li, Yi; Tang, Jianhang; Wang, Yu-Kai; Lin, Chin-Teng

Cross Task Neural Architecture Search for EEG Signal Classifications Technical Report

2022.

Links | BibTeX

1820.

Lv, Zeqiong; Qian, Chao; Yen, Gary G.; Sun, Yanan

Analysis of Expected Hitting Time for Designing Evolutionary Neural Architecture Search Algorithms Technical Report

2022.

Links | BibTeX

1819.

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

RoHNAS: A Neural Architecture Search Framework With Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks Journal Article

In: IEEE Access, vol. 10, pp. 109043–109055, 2022.

Links | BibTeX

1818.

Zhou, Yuwei; Wang, Xin; Chen, Hong; Duan, Xuguang; Guan, Chaoyu; Zhu, Wenwu

Curriculum-NAS: Curriculum Weight-Sharing Neural Architecture Search Proceedings Article

In: Proceedings of the 30th ACM International Conference on Multimedia, pp. 6792–6801, Association for Computing Machinery, Lisboa, Portugal, 2022, ISBN: 9781450392037.

Abstract | Links | BibTeX

1817.

Bakhtiarifard, Pedram; Igel, Christian; Selvan, Raghavendra

Energy Consumption-Aware Tabular Benchmarks for Neural Architecture Search Technical Report

2022.

Links | BibTeX

1816.

Premchandar, Sumegha; Madireddy, Sandeep; Jantre, Sanket; Balaprakash, Prasanna

Unified Probabilistic Neural Architecture and Weight Ensembling Improves Model Robustness Technical Report

2022.

Links | BibTeX

1815.

Guo, Bicheng; Chen, Tao; He, Shibo; Liu, Haoyu; Xu, Lilin; Ye, Peng; Chen, Jiming

Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search Proceedings Article

In: Proceedings of the 30th ACM International Conference on Multimedia, pp. 3730–3741, Association for Computing Machinery, Lisboa, Portugal, 2022, ISBN: 9781450392037.

Abstract | Links | BibTeX

1814.

Liu, Chenxi; Leng, Zhaoqi; Sun, Pei; Cheng, Shuyang; Qi, Charles R.; Zhou, Yin; Tan, Mingxing; Anguelov, Dragomir

LidarNAS: Unifying and Searching Neural Architectures for 3D Point Clouds Proceedings Article

In: Avidan, Shai; Brostow, Gabriel J.; Cissé, Moustapha; Farinella, Giovanni Maria; Hassner, Tal (Ed.): Computer Vision - ECCV 2022 - 17th European Conference, Tel Aviv, Israel, October 23-27, 2022, Proceedings, Part XXI, pp. 158–175, Springer, 2022.

Links | BibTeX

1813.

Maile, Kaitlin; Wilson, Dennis G.; Forré, Patrick

Architectural Optimization over Subgroups for Equivariant Neural Networks Technical Report

2022.

Links | BibTeX

1812.

Lin, Haojia; Li, Lijiang; Zheng, Xiawu; Chao, Fei; Ji, Rongrong

Searching Lightweight Neural Network for Image Signal Processing Proceedings Article

In: Proceedings of the 30th ACM International Conference on Multimedia, pp. 2825–2833, Association for Computing Machinery, Lisboa, Portugal, 2022, ISBN: 9781450392037.

Abstract | Links | BibTeX

1811.

Hosseini, Ramtin; Xie, Pengtao

Image Understanding by Captioning with Differentiable Architecture Search Proceedings Article

In: Proceedings of the 30th ACM International Conference on Multimedia, pp. 4665–4673, Association for Computing Machinery, Lisboa, Portugal, 2022, ISBN: 9781450392037.

Abstract | Links | BibTeX

1810.

Wen, Long; Gao, Liang; Li, Xinyu; Li, Hui

A new genetic algorithm based evolutionary neural architecture search for image classification Journal Article

In: Swarm and Evolutionary Computation, vol. 75, pp. 101191, 2022, ISSN: 2210-6502.

Abstract | Links | BibTeX

1809.

Li, Yifan; Liu, Jing; Teng, Yingzhi

A decomposition-based memetic neural architecture search algorithm for univariate time series forecasting Journal Article

In: Applied Soft Computing, vol. 130, pp. 109714, 2022, ISSN: 1568-4946.

Abstract | Links | BibTeX

1808.

Yang, Fan; Li, Xin; Shen, Jianbing

Nested Architecture Search for Point Cloud Semantic Segmentation Journal Article

In: IEEE Transactions on Image Processing, pp. 1-1, 2022.

Links | BibTeX

1807.

Shu, Yao; Chen, Yizhou; Dai, Zhongxiang; Low, Bryan Kian Hsiang

Neural ensemble search via Bayesian sampling Proceedings Article

In: Cussens, James; Zhang, Kun (Ed.): Uncertainty in Artificial Intelligence, Proceedings of the Thirty-Eighth Conference on Uncertainty in Artificial Intelligence, UAI 2022, 1-5 August 2022, Eindhoven, The Netherlands, pp. 1803–1812, PMLR, 2022.

Links | BibTeX

1806.

Jawahar, Ganesh; Mukherjee, Subhabrata; Liu, Xiaodong; Kim, Young Jin; Abdul-Mageed, Muhammad; Lakshmanan, Laks V. S.; Awadallah, Ahmed Hassan; Bubeck, Sébastien; Gao, Jianfeng

AutoMoE: Neural Architecture Search for Efficient Sparsely Activated Transformers Journal Article

In: CoRR, vol. abs/2210.07535, 2022.

Links | BibTeX

1805.

Chen, Hongjiang; Wang, Yang; Liu, Leibo; Wei, Shaojun; Yin, Shouyi

HQNAS: Auto CNN deployment framework for joint quantization and architecture search Journal Article

In: CoRR, vol. abs/2210.08485, 2022.

Links | BibTeX

1804.

Guo, Yong; Chen, Yaofo; Zheng, Yin; Chen, Qi; Zhao, Peilin; Chen, Jian; Huang, Junzhou; Tan, Mingkui

Pareto-aware Neural Architecture Generation for Diverse Computational Budgets Technical Report

2022.

Links | BibTeX

1803.

Chen, Hongjiang; Wang, Yang; Liu, Leibo; Wei, Shaojun; Yin, Shouyi

FAQS: Communication-efficient Federate DNN Architecture and Quantization Co-Search for personalized Hardware-aware Preferences Technical Report

2022.

Links | BibTeX

1802.

Li, Fuxian; Yan, Huan; Jin, Guangyin; Liu, Yue; Li, Yong; Jin, Depeng

Automated Spatio-Temporal Synchronous Modeling with Multiple Graphs for Traffic Prediction Technical Report

2022.

Links | BibTeX

1801.

Mao, Wei; Dai, Liuyao; Li, Kai; Cheng, Quan; Wang, Yuhang; Du, Laimin; Luo, Shaobo; Huang, Mingqiang; Yu, Hao

An Energy-Efficient Mixed-Bitwidth Systolic Accelerator for NAS-Optimized Deep Neural Networks Journal Article

In: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, pp. 1-13, 2022.

Links | BibTeX

1800.

Movahedi, Sajad; Adabinejad, Melika; Imani, Ayyoob; Keshavarz, Arezou; Dehghani, Mostafa; Shakery, Azadeh; Araabi, Babak Nadjar

(Łambda)-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells Technical Report

2022.

Links | BibTeX

1799.

Hoang, Duc; Wang, Haotao; Zhao, Handong; Rossi, Ryan; Kim, Sungchul; Mahadik, Kanak; Wang, Zhangyang

AutoMARS: Searching to Compress Multi-Modality Recommendation Systems Proceedings Article

In: Proceedings of the 31st ACM International Conference on Information & Knowledge Management, pp. 727–736, Association for Computing Machinery, Atlanta, GA, USA, 2022, ISBN: 9781450392365.

Abstract | Links | BibTeX

1798.

Hoang, Duc; Wang, Haotao; Zhao, Handong; Rossi, Ryan; Kim, Sungchul; Mahadik, Kanak; Wang, Zhangyang

AutoMARS: Searching to Compress Multi-Modality Recommendation Systems Proceedings Article

In: Proceedings of the 31st ACM International Conference on Information & Knowledge Management, pp. 727–736, Association for Computing Machinery, Atlanta, GA, USA, 2022, ISBN: 9781450392365.

Abstract | Links | BibTeX

1797.

Wang, Zhaozhi; Su, Kefan; Zhang, Jian; Jia, Huizhu; Ye, Qixiang; Xie, Xiaodong; Lu, Zongqing

Multi-Agent Automated Machine Learning Technical Report

2022.

Links | BibTeX

1796.

Sun, Jia; Li, Yanfeng; Chen, Houjin; Peng, Yahui

A Person Re-Identification Baseline Based on Attention Block Neural Architecture Search Proceedings Article

In: 2022 IEEE International Conference on Image Processing (ICIP), pp. 841-845, 2022.

Links | BibTeX

1795.

Chau, Thomas Chun-Pong; Dudziak, Lukasz; Wen, Hongkai; Lane, Nicholas Donald; Abdelfattah, Mohamed S.

BLOX: Macro Neural Architecture Search Benchmark and Algorithms Technical Report

2022.

Links | BibTeX

1794.

Cai, He; Zhang, Zhaokai; Feng, Tianpeng; Guo, Yandong

DARTS-PD: Differentiable Architecture Search with Path-Wise Weight Sharing Derivation Proceedings Article

In: 2022 IEEE International Conference on Image Processing (ICIP), pp. 1256-1260, 2022.

Links | BibTeX

1793.

Sukthanker, Rhea; Dooley, Samuel; Dickerson, John P.; White, Colin; Hutter, Frank; Goldblum, Micah

On the Importance of Architectures and Hyperparameters for Fairness in Face Recognition Technical Report

2022.

Links | BibTeX

1792.

Li, Yuhong; Li, Jiajie; Han, Cong; Li, Pan; Xiong, Jinjun; Chen, Deming

Extensible Proxy for Efficient NAS Technical Report

2022.

Links | BibTeX

1791.

Shi, Huihong; You, Haoran; Zhao, Yang; Wang, Zhongfeng; Lin, Yingyan

NASA: Neural Architecture Search and Acceleration for Hardware Inspired Hybrid Networks Technical Report

2022.

Links | BibTeX

1790.

Bober-Irizar, Mikel; Shumailov, Ilia; Zhao, Yiren; Mullins, Robert; Papernot, Nicolas

Architectural Backdoors in Neural Networks Technical Report

2022.

Links | BibTeX

1789.

Koh, Edwin J. Y.; Amini, Eiman; Gaur, Shruti; Maquieira, Miguel Becerra; Heck, Christian Jara; McLachlan, Geoffrey J.; Beaton, Nick

An Automated Machine learning (AutoML) approach to regression models in minerals processing with case studies of developing industrial comminution and flotation models Journal Article

In: Minerals Engineering, vol. 189, pp. 107886, 2022, ISSN: 0892-6875.

Abstract | Links | BibTeX

1788.

Bitzer, Matthias; Meister, Mona; Zimmer, Christoph

Structural Kernel Search via Bayesian Optimization and Symbolical Optimal Transport Technical Report

2022.

Links | BibTeX

1787.

Pujari, Keerthi Nagasree; Miriyala, Srinivas Soumitri; Mittal, Prateek; Mitra, Kishalay

Better Wind forecasting using Evolutionary Neural Architecture Search driven Green Deep Learning Journal Article

In: Expert Systems with Applications, pp. 119063, 2022, ISSN: 0957-4174.

Abstract | Links | BibTeX

1786.

Zhang, Sheng; Guo, Lixiang; Fan, Jing; Zhang, Xin; Zhang, Weiming

Exploring neural architecture search for text classification Proceedings Article

In: Zhang, Tao (Ed.): 7th International Symposium on Advances in Electrical, Electronics, and Computer Engineering, pp. 122945T, International Society for Optics and Photonics SPIE, 2022.

Links | BibTeX

1785.

Ge, J.; Guo, D.; Ye, X.; Song, Y.; Hua, X.; Lu, L.; Lin, C. Y.; Jin, D.; Ho, T. Y.

Dosimetry Validation Study for Automated Head and Neck Cancer Organs at Risk Segmentation Using Stratified Learning and Neural Architecture Search Journal Article

In: International Journal of Radiation Oncology*Biology*Physics, vol. 114, no. 3, Supplement, pp. e583, 2022, ISSN: 0360-3016, (ASTRO Annual 2022 Meeting).

Abstract | Links | BibTeX

1784.

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

Particle Swarm Optimization for Compact Neural Architecture Search for Image Classification Journal Article

In: IEEE Transactions on Evolutionary Computation, pp. 1-1, 2022.

Links | BibTeX

1783.

Liu, Guangyuan; Li, Yangyang; Chen, Yanqiao; Shang, Ronghua; Jiao, Licheng

Pol-NAS: A Neural Architecture Search Method With Feature Selection for PolSAR Image Classification Journal Article

In: IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., vol. 15, pp. 9339–9354, 2022.

Links | BibTeX

1782.

Shu, Xin; Niu, Mengxuan; Zhang, Yi; Zhou, Renjie

NAS-PRNet: Neural Architecture Search generated Phase Retrieval Net for Off-axis Quantitative Phase Imaging Technical Report

2022.

Links | BibTeX

1781.

Qiu, Xin; Miikkulainen, Risto

Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search Bachelor Thesis

2022.

Links | BibTeX

1780.

Du, Mingyang; Zhong, Ping; Cai, Xiaohao; Bi, Daping; Li, Zhifei

Balanced neural architecture search and optimization for specific emitter identification Proceedings Article

In: 2022 IEEE 12th International Conference on RFID Technology and Applications (RFID-TA), pp. 220-223, 2022.

Links | BibTeX

1779.

Abdelgawad, M.; Mozafari, S. H.; Clark, J. J.; Meyer, B. H.; Gross, W. J.

BERTPerf: Inference Latency Predictor for BERT on ARM big.LITTLE Multi-Core Processors Proceedings Article

In: 2022 IEEE Workshop on Signal Processing Systems (SiPS), pp. 1-6, 2022.

Links | BibTeX

1778.

Jin, Xiu; Ba, Wenjing; Wang, Lianglong; Zhang, Tong; Zhang, Xiaodan; Li, Shaowen; Rao, Yuan; Liu, Li

A Novel Tran_NAS Method for the Identification of Fe- and Mg-Deficient Pear Leaves from N- and P-Deficient Pear Leaf Data Journal Article

In: ACS Omega, vol. 7, no. 44, pp. 39727-39741, 2022.

Links | BibTeX

1777.

Li, Yanxi; Dong, Minjing; Wang, Yunhe; Xu, Chang

Neural Architecture Search via Proxy Validation Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, pp. 1-16, 2022.

Links | BibTeX

1776.

Yuan, Liuchun; Huang, Zehao; Wang, Naiyan

PredNAS: A Universal and Sample Efficient Neural Architecture Search Framework Technical Report

2022.

Links | BibTeX

1775.

Spiridonov, Anton; Akin, Berkin; Xu, Hao; White, Marie Charisse; Zhou, Ping; Gupta, Suyog; Zhou, Yanqi; Long, Yun; Wang, Zhuo

Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs Proceedings Article

In: IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (2022) , 2022.

BibTeX

1774.

Lourens, Matt; Sinayskiy, Ilya; Park, Daniel K.; Blank, Carsten; Petruccione, Francesco

Architecture representations for quantum convolutional neural networks Technical Report

2022.

Links | BibTeX

1773.

Yang, Zhi; Li, Zheyang

Efficient Channel Pruning via Architecture-Guided Search Space Shrinking Proceedings Article

In: Yu, Shiqi; Zhang, Zhaoxiang; Yuen, Pong C.; Han, Junwei; Tan, Tieniu; Guo, Yike; Lai, Jianhuang; Zhang, Jianguo (Ed.): Pattern Recognition and Computer Vision, pp. 540–551, Springer International Publishing, Cham, 2022, ISBN: 978-3-031-18907-4.

Abstract | Links | BibTeX

1772.

Bublea, Adrian; Caleanu, Catalin-Daniel

AutoML and Neural Architecture Search for Gaze Estimation Proceedings Article

In: 16th IEEE International Symposium on Applied Computational Intelligence and Informatics, SACI 2022, Timisoara, Romania, May 25-28, 2022, pp. 143–148, IEEE, 2022.

Links | BibTeX

4221 entries « 49 of 85 »