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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.


3008 entries « 60 of 61 »

2012

58.

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

Practical Bayesian Optimization of Machine Learning Algorithms Proceedings Article

In: pp. 2960-2968, 2012.

Links | BibTeX

2009

57.

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

56.

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

55.

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

54.

Czarnowski, Ireneusz; Jedrzejowicz, Piotr

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

In: pp. 197-202, 2005.

Links | BibTeX

2004

53.

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

52.

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

51.

Kitano, Hiroaki

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

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

Links | BibTeX

1988

50.

Tenorio, Manoel Fernando; Lee, Wei-Tsih

Self Organizing Neural Networks for the Identification Problem Proceedings Article

In: pp. 57-64, 1988.

Links | BibTeX

0000

49.

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

48.

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

47.

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

46.

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

45.

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

44.

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

43.

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

42.

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

41.

Sapra, Dolly; Pimentel, Andy D.

Designing convolutional neural networks with constrained evolutionary piecemeal training Journal Article

In: Applied Intelligence , 0000.

Links | BibTeX

40.

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

39.

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

38.

Cheng, Hsin-Pai

Efficient and Generalizable Neural Architecture Search for Visual Recognition PhD Thesis

0000.

Links | BibTeX

37.

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

Operation-level Progressive Differentiable Architecture Search Technical Report

0000.

Links | BibTeX

36.

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

35.

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

34.

Kandukuri, Nikhil; Sakhtivel, Sangeetha; Xie, Pengtao

Neural Architecture Search For Skin Cancer Detection Technical Report

0000.

Links | BibTeX

33.

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

32.

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

31.

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

30.

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

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

0000.

Links | BibTeX

29.

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

28.

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

27.

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

26.

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

25.

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

24.

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

23.

Xue, Fanghui

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

0000.

Links | BibTeX

22.

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

21.

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

20.

Wen, Hao; Kang, Jingsu

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

0000.

Links | BibTeX

19.

Loni, Mohammad

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

0000.

Links | BibTeX

18.

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

17.

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

16.

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

15.

Mishra, Vidyanand; Kane, Lalit

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

In: Artificial Intelligence Review, 0000.

Links | BibTeX

14.

Sun, Yanan; Yen, Gary G.; Zhang, Mengjie

Evolutionary Deep Neural Architecture Search: Fundamentals, Methods, and recent AdvanceYa Book

0000.

Links | BibTeX

13.

Park, Minje

Proxy Data Generation for Fast and Efficient Neural Architecture Search Journal Article

In: Journal of Electrical Engineering & Technology 2022, 0000.

Links | BibTeX

12.

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

11.

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

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

0000.

Links | BibTeX

10.

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

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

0000.

Links | BibTeX

9.

Huynh, Lam

FROM 3D SENSING TO DENSE PREDICTION PhD Thesis

0000.

Links | BibTeX

3008 entries « 60 of 61 »