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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.


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Xue, Fanghui

Relaxation and Optimization for Automated Learning of Neural Network Architectures DISSERTATION PhD Thesis

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Links | BibTeX

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Mokhtari, Nassim; Nédélec, Alexis; Gilles, Marlene; Loor, Pierre De

Improving Neural Architecture Search by Mixing a FireFly algorithm with a Training Free Evaluation Technical Report

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BibTeX

6.

Duggal, Rahul

Robust Efficient Edge AI: New Principles and Frameworks for Empowering Artifical Intelligence on Edge Device ON EDGE DEVICES PhD Thesis

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5.

Wen, Hao; Kang, Jingsu

Searching for Effective Neural Network Architectures for Heart Murmur Detection from Phonocardiogram Technical Report

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Links | BibTeX

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Loni, Mohammad

Efficient Design of Scalable Deep Neural Networks for Resource-Constrained Edge Devices PhD Thesis

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Links | BibTeX

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Wenfeng Feng and, Xin Zhang; Song, Qiushuang; Sun, Guoying

Incoherence of Deep Isotropic Neural Networks increase their performance on Image Classification Technical Manual

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Links | BibTeX

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Malkova, Aleksandra; Amini, Massih-Reza; Denis, Benoit; Villien, Christophe

Radio Map Reconstruction with Deep Neural Networks in a Weakly Labeled Learning Context with use of Heterogeneous Side Information Technical Manual

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Links | BibTeX

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Aboalam, Kawther; Neuswirth, Christoph; Pernau, Florian; Schiebel, Stefan; Spaethe, Fabian; Strohrmann, Manfred

Image Processing and Neural Network Optimization Methods for Automatic Visual Inspection Technical Manual

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Links | BibTeX

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