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.


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2012

11.

Snoek, Jasper; Larochelle, Hugo; Adams, Ryan P

Practical Bayesian Optimization of Machine Learning Algorithms Inproceedings

pp. 2960-2968, 2012.

Links | BibTeX

2009

10.

Stanley, Kenneth O; D'Ambrosio, David B; Gauci, Jason

A Hypercube-Based Encoding for Evolving Large-Scale Neural Networks Journal Article

15 (2), pp. 185-212, 2009.

Links | BibTeX

9.

Jaffres-Runser, Katia; Gorce, Jean-Marie; Comaniciu, Cristina

A multiobjective Tabu framework for the optimization and evaluation of wireless systems Technical Report

2009.

Links | BibTeX

2008

8.

Floreano, Dario; Dürr, Peter; Mattiussi, Claudio

Neuroevolution - from architectures to learning Journal Article

1 (1), pp. 47-62, 2008.

Links | BibTeX

2005

7.

Czarnowski, Ireneusz; Jedrzejowicz, Piotr

An Agent-Based PLA for the Cascade Correlation Learning Architecture Inproceedings

pp. 197-202, 2005.

Links | BibTeX

2004

6.

Roy, N K; Potter, Walter D; Landau, D P

Designing Polymer Blends Using Neural Networks, Genetic Algorithms, and Markov Chains Journal Article

20 (3), pp. 215-229, 2004.

Links | BibTeX

1994

5.

Angeline, Peter J; Saunders, Gregory M; Pollack, Jordan B

An evolutionary algorithm that constructs recurrent neural networks Journal Article

5 (1), pp. 54-65, 1994.

Links | BibTeX

1990

4.

Kitano, Hiroaki

Designing Neural Networks Using Genetic Algorithms with Graph Generation System Journal Article

4 (4), 1990.

Links | BibTeX

1988

3.

Tenorio, Manoel Fernando; Lee, Wei-Tsih

Self Organizing Neural Networks for the Identification Problem Inproceedings

pp. 57-64, 1988.

Links | BibTeX

0000

2.

Soniya, ; Singh, Lotika; Paul, Sandeep

Hybrid evolutionary network architecture search (HyENAS) for convolution class of deep neural networks with applications Journal Article

Expert Systems, n/a (n/a), pp. e12690, 0000.

Abstract | Links | BibTeX

1.

Zhang, Bao Feng; Zhou, Guo Qiang

Control the number of skip-connects to improve robustness of the NAS algorithm Journal Article

IET Computer Vision, n/a (n/a), 0000.

Abstract | Links | BibTeX

1111 entries « 23 of 23 »