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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.


3419 entries « 68 of 69 »

2016

69.

Chen, Justin

Combinatorially Generated Piecewise Activation Functions Technical Report

2016.

Links | BibTeX

2015

68.

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

67.

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

Optimizing deep learning hyper-parameters through an evolutionary algorithm Proceedings Article

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

Links | BibTeX

2013

66.

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

65.

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

A comprehensive review of firefly algorithms Technical Report

2013.

Links | BibTeX

2012

64.

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

63.

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

Practical Bayesian Optimization of Machine Learning Algorithms Proceedings Article

In: pp. 2960-2968, 2012.

Links | BibTeX

2009

62.

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

61.

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

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

In: vol. 15, no. 2, pp. 185-212, 2009.

Links | BibTeX

2008

60.

Floreano, Dario; Dürr, Peter; Mattiussi, Claudio

Neuroevolution - from architectures to learning Journal Article

In: vol. 1, no. 1, pp. 47-62, 2008.

Links | BibTeX

2005

59.

Czarnowski, Ireneusz; Jedrzejowicz, Piotr

An Agent-Based PLA for the Cascade Correlation Learning Architecture Proceedings Article

In: pp. 197-202, 2005.

Links | BibTeX

2004

58.

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

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

In: vol. 20, no. 3, pp. 215-229, 2004.

Links | BibTeX

1994

57.

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

An evolutionary algorithm that constructs recurrent neural networks Journal Article

In: vol. 5, no. 1, pp. 54-65, 1994.

Links | BibTeX

1990

56.

Kitano, Hiroaki

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

In: vol. 4, no. 4, 1990.

Links | BibTeX

1988

55.

Tenorio, Manoel Fernando; Lee, Wei-Tsih

Self Organizing Neural Networks for the Identification Problem Proceedings Article

In: pp. 57-64, 1988.

Links | BibTeX

0000

54.

Waris, Faisal; Reynolds, Robert G.; Lee, Joonho

Evolving Deep Neural Networks with Cultural Algorithms for Real-Time Industrial Applications Journal Article

In: International Journal of Semantic Computing, vol. 0, no. 0, pp. 1-32, 0000.

Abstract | Links | BibTeX

53.

Simsek, Ozlem Imik; Alagoz, Baris Baykant

Optimal architecture artificial neural network model design with exploitative alpha gray wolf optimization for soft calibration of CO concentration measurements in electronic nose applications Journal Article

In: Transactions of the Institute of Measurement and Control, vol. 0, no. 0, pp. 01423312221119648, 0000.

Abstract | Links | BibTeX

52.

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, vol. n/a, no. n/a, pp. e12690, 0000.

Abstract | Links | BibTeX

51.

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, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

50.

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, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

49.

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

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

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

Links | BibTeX

48.

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

47.

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

46.

Sapra, Dolly; Pimentel, Andy D.

Designing convolutional neural networks with constrained evolutionary piecemeal training Journal Article

In: Applied Intelligence , 0000.

Links | BibTeX

45.

Artin, Javad; Valizadeh, Amin; Ahmadi, Mohsen; Kumar, Sathish A. P.; Sharifi, Abbas

Presentation of a Novel Method for Prediction of Traffic with Climate Condition Based on Ensemble Learning of Neural Architecture Search (NAS) and Linear Regression Journal Article

In: Complexity, 0000.

Abstract | Links | BibTeX

44.

Gong, Yunhong; Sun, Yanan; Peng, Dezhong; Chen, Peng; Yan, Zhongtai; Yang, Ke

Analyze COVID-19 CT images based on evolutionary algorithm with dynamic searching space Journal Article

In: Complex & Intelligent Systems , 0000.

Links | BibTeX

43.

Cheng, Hsin-Pai

Efficient and Generalizable Neural Architecture Search for Visual Recognition PhD Thesis

0000.

Links | BibTeX

42.

Zhu, Xunyu; Li, Jian; Liu, Yong; Liao, Jun; Wang, Weiping

Operation-level Progressive Differentiable Architecture Search Technical Report

0000.

Links | BibTeX

41.

Huang, Sian-Yao; Chu, Wei-Ta

OSNASLib: One-Shot NAS Library Proceedings Article

In: ICCV 2021 Workshop on Neural Architectures: Past, Present and Future, 0000.

Links | BibTeX

40.

Madhu, G.; Bharadwaj, B. Lalith; Boddeda, Rohit; Vardhan, Sai; Kautish, K. Sandeep; Alnowibet, Khalid; Alrasheedi, Adel F.; Mohamed, Ali Wagdy

Deep Stacked Ensemble Learning Model for COVID-19 Classification Technical Report

0000.

Links | BibTeX

39.

Kandukuri, Nikhil; Sakhtivel, Sangeetha; Xie, Pengtao

Neural Architecture Search For Skin Cancer Detection Technical Report

0000.

Links | BibTeX

38.

Jiang, Yingying; Gan, Zhuoxin; Lin, Ke; A, Yong

AttNAS: Searching Attentions for Lightweight Semantic Segmentation Proceedings Article

In: British Machine Vision Conference (BMVC) 2021, 0000.

Links | BibTeX

37.

Loni, Mohammad; Mousavi, Hamid; Riazati, Mohammad; Daneshtalab, Masoud; Sjödin, Mikael

TAS : Ternarized Neural Architecture Search for Resource-Constrained Edge Devices Proceedings Article

In: Design, Automation and Test in Europe ConferenceDesign, Automation and Test in Europe Conference (DATE) 2022, ANTWERP, BELGIUM :, 0000.

Abstract | Links | BibTeX

36.

Ma, Zhiyuan; Yu, Wenting; Zhang, Peng; Huang, Zhi; Lin, Anni; Xia, Yan

LPI Radar Waveform Recognition Based on Neural Architecture Search Journal Article

In: Computational Intelligence and Neuroscience, vol. 2022, 0000.

Links | BibTeX

35.

Salam, Hanan; Manoranjan, Viswonathan; Jian, Jiang; Celiktutan, Oya

Learning Personalised Models for Automatic Self-Reported Personality Recognition Technical Report

0000.

Links | BibTeX

34.

Dhanaraja, Mayur; Dob, Huyen; Nairb, Dinesh; Xub, Cong

Leveraging Tensor Methods in Neural Architecture Search for the automatic development of lightweight Convolutional Neural Networks Journal Article

In: 0000.

Links | BibTeX

33.

Yang, Chengrun; Bender, Gabriel; Liu, Hanxiao; Kindermans, Pieter-Jan; Udell, Madeleine; Lu, Yifeng; Le, Quoc; Huang, Da

TabNAS: Rejection Sampling for Neural Architecture Search on Tabular Datasets Technical Report

0000.

Links | BibTeX

32.

Hao, Yao; Zhang, Xizhe; Wang, Jie; Zhao, Tianyu; Sun, Baozhou

Improvement of IMRT QA prediction using imaging-based neural architecture search Journal Article

In: Medical Physics, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

31.

Zhai, Qihang; Li, Yan; Zhang, Zilin; Li, Yunjie; Wang, Shafei

Adaptive feature extraction and fine-grained modulation recognition of multi-function radar under small sample conditions Journal Article

In: IET Radar, Sonar & Navigation, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

30.

Wang, Ye-Qun; Li, Jian-Yu; Chen, Chun-Hua; Zhang, Jun; Zhan, Zhi-Hui

Scale adaptive fitness evaluation-based particle swarm optimisation for hyperparameter and architecture optimisation in neural networks and deep learning Journal Article

In: CAAI Transactions on Intelligence Technology, vol. n/a, no. n/a, 0000.

Abstract | Links | BibTeX

29.

Hu, Weifei; jinyi Shao,; Jiao, Qing; Wang, Chuxuan; Cheng, Jin; Liu, Zhenyu; Tan, Jianrong

A new differentiable architecture search method for optimizing convolutional neural networks in the digital twin of intelligent robotic grasping Journal Article

In: Journal of Intelligent Manufacturing, 0000.

Links | BibTeX

28.

Xue, Fanghui

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

0000.

Links | BibTeX

27.

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

0000.

BibTeX

26.

Duggal, Rahul

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

0000.

Links | BibTeX

25.

Wen, Hao; Kang, Jingsu

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

0000.

Links | BibTeX

24.

Loni, Mohammad

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

0000.

Links | BibTeX

23.

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

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

0000.

Links | BibTeX

22.

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

0000.

Links | BibTeX

21.

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

0000.

Links | BibTeX

20.

Mishra, Vidyanand; Kane, Lalit

A survey of designing convolutional neural network using evolutionary algorithms Journal Article

In: Artificial Intelligence Review, 0000.

Links | BibTeX

3419 entries « 68 of 69 »