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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.


1322 entries « 27 of 27 »

2016

22.

Chen, Justin

Combinatorially Generated Piecewise Activation Functions Technical Report

2016.

Links | BibTeX

2015

21.

Young, Steven R; Rose, Derek C; Karnowski, Thomas P; Lim, Seung-Hwan; Patton, Robert M

Optimizing deep learning hyper-parameters through an evolutionary algorithm Inproceedings

In: pp. 4:1-4:5, 2015.

Links | BibTeX

20.

Kulish, Vadym V; Malyi, Oleksandr I; Persson, Clas; Wu, Ping

Evaluation of Phosphorene as Anode Material for Na-ion Batteries from First Principles Technical Report

2015.

Links | BibTeX

2013

19.

Lopez, Pablo; Fernandez, David; Marin-Perez, Rafael; Jara, Antonio J; Gomez-Skarmeta, Antonio F

Scalable Oriented-Service Architecture for Heterogeneous and Ubiquitous IoT Domains Technical Report

2013.

Links | BibTeX

18.

Fister, Iztok; Jr., Iztok Fister; Yang, Xin-She; Brest, Janez

A comprehensive review of firefly algorithms Technical Report

2013.

Links | BibTeX

2012

17.

Anas, M; Javaid, N; Mahmood, A; Raza, S M; Qasim, U; Khan, Z A

Minimizing Electricity Theft using Smart Meters in AMI Technical Report

2012.

Links | BibTeX

16.

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

Practical Bayesian Optimization of Machine Learning Algorithms Inproceedings

In: pp. 2960-2968, 2012.

Links | BibTeX

2009

15.

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

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

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

Links | BibTeX

14.

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

13.

Floreano, Dario; Dürr, Peter; Mattiussi, Claudio

Neuroevolution - from architectures to learning Journal Article

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

Links | BibTeX

2005

12.

Czarnowski, Ireneusz; Jedrzejowicz, Piotr

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

In: pp. 197-202, 2005.

Links | BibTeX

2004

11.

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

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

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

Links | BibTeX

1994

10.

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

An evolutionary algorithm that constructs recurrent neural networks Journal Article

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

Links | BibTeX

1990

9.

Kitano, Hiroaki

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

In: 4 (4), 1990.

Links | BibTeX

1988

8.

Tenorio, Manoel Fernando; Lee, Wei-Tsih

Self Organizing Neural Networks for the Identification Problem Inproceedings

In: pp. 57-64, 1988.

Links | BibTeX

0000

7.

Soniya,; Singh, Lotika; Paul, Sandeep

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

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

Abstract | Links | BibTeX

6.

Zhang, Bao Feng; Zhou, Guo Qiang

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

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

Abstract | Links | BibTeX

5.

Shashirangana, Jithmi; Padmasiri, Heshan; Meedeniya, Dulani; Perera, Charith; Nayak, Soumya R; Nayak, Janmenjoy; Vimal, Shanmuganthan; Kadry, Seifidine

License plate recognition using neural architecture search for edge devices Journal Article

In: International Journal of Intelligent Systems, n/a (n/a), 0000.

Abstract | Links | BibTeX

4.

Wang, Xingbin; Zhao, Boyan; Hou, Rui; Awad, Amro; Tian, Zhihong; Meng, Dan

NASGuard: A Novel Accelerator Architecture for Robust Neural Architecture Search (NAS) Networks Inproceedings

In: 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture (ISCA), 0000.

Links | BibTeX

3.

Zhang, Jianwei; Li, Dong; Wang, Lituan; Zhang, Lei

One-Shot Neural Architecture Search by Dynamically Pruning Supernet in Hierarchical Order Journal Article

In: International Journal of Neural Systems, 0000, (PMID: 34128778).

Abstract | Links | BibTeX

2.

Li, Xiao; Lei, Lin; Kuang, Gangyao

Multi-Modal Fusion Architecture Search for Land over Classification using Heterogeneous Remote Sensing Images Technical Report

0000.

Links | BibTeX

1.

Sapra, Dolly; Pimentel, Andy D.

Designing convolutional neural networks with constrained evolutionary piecemeal training Journal Article

In: Applied Intelligence , 0000.

Links | BibTeX

1322 entries « 27 of 27 »