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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.


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24.

Singh, Yeshwant; Biswas, Anupam

Lightweight convolutional neural network architecture design for music genre classification using evolutionary stochastic hyperparameter selection Journal Article

In: Expert Systems, vol. n/a, no. n/a, pp. e13241, 0000.

Abstract | Links | BibTeX

23.

Gupta, Pritha; Drees, Jan Peter; Hüllermeier, Eyke

Automated Side-Channel Attacks using Black-Box Neural Architecture Search Technical Report

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Links | BibTeX

22.

Pandelea, Vlad; Ragusa, Edoardo; Gastaldo, Paolo; Cambria, Erik

SELECTING LANGUAGE MODELS FEATURES VIA SOFTWARE-HARDWARE CO-DESIGN Miscellaneous

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Links | BibTeX

21.

Huynh, Lam

FROM 3D SENSING TO DENSE PREDICTION PhD Thesis

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Links | BibTeX

20.

Cho, Minsu

Deep Learning Model Design Algorithms for High-Performing Plaintext and Ciphertext Inference PhD Thesis

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Links | BibTeX

19.

Zhou, Dongzhan

Designing Deep Model and Training Paradigm for Object Perception PhD Thesis

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Links | BibTeX

18.

Shariatzadeh, Seyed Mahdi; Fathy, Mahmood; Berangi, Reza

Improving the accuracy and speed of fast template-matching algorithms by neural architecture search Journal Article

In: Expert Systems, vol. n/a, no. n/a, pp. e13358, 0000.

Abstract | Links | BibTeX

17.

Yang, Yongjia; Zhan, Jinyu; Jiang, Wei; Jiang, Yucheng; Yu, Antai

Neural architecture search for resource constrained hardware devices: A survey Journal Article

In: IET Cyber-Physical Systems: Theory & Applications, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

16.

Yan, Longhao; Wu, Qingyu; Li, Xi; Xie, Chenchen; Zhou, Xilin; Li, Yuqi; Shi, Daijing; Yu, Lianfeng; Zhang, Teng; Tao, Yaoyu; Yan, Bonan; Zhong, Min; Song, Zhitang; Yang, Yuchao; Huang, Ru

Neural Architecture Search with In-Memory Multiply–Accumulate and In-Memory Rank Based on Coating Layer Optimized C-Doped Ge2Sb2Te5 Phase Change Memory Journal Article

In: Advanced Functional Materials, vol. n/a, no. n/a, pp. 2300458, 0000.

Abstract | Links | BibTeX

15.

Addad, Youva; ad Frédéric Jurie, Alexis Lechervy

Multi-Exit Resource-Efficient Neural Architecture for Image Classification with Optimized Fusion Block Technical Report

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Links | BibTeX

14.

Tomczak, Nathaniel; Kuppannagari, Sanmukh

Automated Indexing Of TEM Diffraction Patterns Using Machine Learning Technical Report

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Links | BibTeX

13.

Taccioli, Tommaso; Ragusa, Edoardo; Pomili, Tania; Gastaldo, Paolo; Pompa, Pier Paolo

Semi-quantitative determination of thiocyanate in saliva through colorimetric assays: design of CNN architecture via input-aware NAS Journal Article

In: IEEE SENSORS JOURNAL, , 0000.

Links | BibTeX

12.

Ahmed, Mohammed; Du, Hongbo; AlZoubi, Alaa

ENAS-B: Combining ENAS With Bayesian Optimization for Automatic Design of Optimal CNN Architectures for Breast Lesion Classification From Ultrasound Images Journal Article

In: Ultrasonic Imaging, vol. 0, no. 0, pp. 01617346231208709, 0000, (PMID: 37981781).

Abstract | Links | BibTeX

11.

Herron, Emily J.

Generalized Differentiable Neural Architecture Search with Performance and Stability ImprovementsPerformance and Stability Improvements PhD Thesis

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Links | BibTeX

10.

Chen, Xiangning

Advancing Automated Machine Learning: Neural Architectures and Optimization Algorithms PhD Thesis

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Links | BibTeX

9.

Xiao, Songyi; Wang, Wenjun

Ranking-based architecture generation for surrogate-assisted neural architecture search Journal Article

In: Concurrency and Computation: Practice and Experience, vol. n/a, no. n/a, pp. e8051, 0000.

Abstract | Links | BibTeX

8.

Avval, Sasan Salmani Pour; Yaghoubi, Vahid; Eskue, Nathan D.; Groves, Roger M.

Systematic Review on Neural Architecture Search Technical Report

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Links | BibTeX

7.

Yao, Yang; Wang, Xin; Qin, Yijian; Zhang, Ziwei; Zhu, Wenwu; Mei, Hong

Customized Cross-device Neural Architecture Search with Images Miscellaneous

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Links | BibTeX

6.

Changwei, Ping Haoyu Ma Yongjie Song

Evolutionary Neural Architecture Search for Traffic Sign Recognition Journal Article

In: 光电子快报, 0000.

Links | BibTeX

5.

Hosseinzadeh, Hamed

Neural Architecture Search for Adaptive Neural Network Structures: Comparative Analysis of Layer and Neuron Adjustments Miscellaneous

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Links | BibTeX

4.

Deevi, Sri Aditya; Mishra, Asish Kumar; Mishra, Deepak; Kumar, L Ravi; Kumar, G V P Bharat; Bhagavan, G Murali Krishna

Efficient Self-Supervised Neural Architecture Search Booklet

EasyChair Preprint 14726, 0000.

Links | BibTeX

3.

(Ed.)

An Efficient Neural Architecture Search Model for Medical Image Classification Collection

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Links | BibTeX

2.

Banerjee, Jishnu

Autonomous Task-Tiling and Deep Neural Architecture Search for Intermittent Systems PhD Thesis

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Links | BibTeX

1.

(Ed.)

Educational Evolutionary Neural Architecture Search for Time Series Prediction Collection

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Links | BibTeX

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