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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.


4218 entries « 23 of 85 »

2024

3118.

Tao, Devon; Bang, Lucas

Fitness Landscape Analysis of a Cell-Based Neural Architecture Search Space Conference

Proceedings of the 1st International Conference on Explainable AI for Neural and Symbolic Methods - Volume 1: EXPLAINS, INSTICC SciTePress, 2024, ISBN: 978-989-758-720-7.

Links | BibTeX

3117.

Guo, Daidou; Qin, Chuan

PCMark-NAS: Lightweight Print-Camera Resilient Watermarking Networks via Neural Architecture Search Proceedings Article

In: Proceedings of the 6th ACM International Conference on Multimedia in Asia, Association for Computing Machinery, New York, NY, USA, 2024, ISBN: 9798400712739.

Abstract | Links | BibTeX

3116.

Silva, Diego A.; Elsheikh, Ahmed; Smagulova, Kamilya; Fouda, Mohammed E.; Eltawil, Ahmed M.

Chimera: A Block-Based Neural Architecture Search Framework for Event-Based Object Detection Technical Report

2024.

Links | BibTeX

3115.

Ravindran, Saranya; Rajagopalan, Sasikumar

PNasFH-Net: Pyramid Neural Architecture Search Forward Network for Facial Emotion Recognition in Uncontrolled and Pose Variant Environment Journal Article

In: Knowledge-Based Systems, pp. 112944, 2024, ISSN: 0950-7051.

Abstract | Links | BibTeX

3114.

Yan, Xueming; Huang, Han; Jin, Yaochu; Wang, Zilong; Hao, Zhifeng

Neural Architecture Search Based on Bipartite Graphs for Text Classification Journal Article

In: IEEE Transactions on Neural Networks and Learning Systems, pp. 1-15, 2024.

Links | BibTeX

3113.

Sarmiento-Rosales, Sergio; García, Jesús Llano; Falcón-Cardona, Jesús; Monroy, Raúl; Llano, Manuel Casillas; Sosa-Hernández, Víctor

Surrogate Modeling for Efficient Evolutionary Multi-Objective Neural Architecture Search in Super Resolution Image Restoration Conference

Proceedings of the 16th International Joint Conference on Computational Intelligence - Volume 1: ECTA, INSTICC SciTePress, 2024, ISBN: 978-989-758-721-4.

Links | BibTeX

3112.

Yang, Zekang; Zeng, Wang; Jin, Sheng; Qian, Chen; Luo, Ping; Liu, Wentao

NADER: Neural Architecture Design via Multi-Agent Collaboration Technical Report

2024.

Links | BibTeX

3111.

Nguyen, Nam Hoang

Design and Optimization of Deep Neural Networks for Multi-Label Classification on Smart Electrical Devices Monitoring System Proceedings Article

In: 2024 13th International Conference on Control, Automation and Information Sciences (ICCAIS), pp. 1-5, 2024.

Links | BibTeX

3110.

Rajesh, Chilukamari; Sadam, Ravichandra; Kumar, Sushil

Automated Deep Learning Models for Medical Image Segmentation and Denoising Proceedings Article

In: 2024 17th International Conference on Signal Processing and Communication System (ICSPCS), pp. 1-7, 2024.

Links | BibTeX

3109.

Bansal, Divyansh; Al-Jawahry, Hassan M.; Al-Farouni, Mohammed; Kumar, Raman; Kaur, Kamaljeet; Bhosle, Nilesh

Neural Architecture Search (NAS) for Vision Tasks Proceedings Article

In: 2024 4th International Conference on Technological Advancements in Computational Sciences (ICTACS), pp. 1964-1969, 2024.

Links | BibTeX

3108.

Paolini, Emilio; Andriolli, Nicola; Cococcioni, Marco

Enhancing Neuromorphic Photonic Hardware Performance through Neural Architecture Search Proceedings Article

In: 2024.

Links | BibTeX

3107.

Wang, Zhenrong; Li, Weifeng; Xie, Jinghao; Li, Bin

An Automatic Design Method for Dynamic Detection Networks of Industrial Surface Defects Proceedings Article

In: 2024 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), pp. 1449-1453, 2024.

Links | BibTeX

3106.

(Ed.)

Multi-objective evolutionary algorithm based graph neural network architecture search Collection

2024.

Links | BibTeX

3105.

(Ed.)

NAS-FL:Fingerprint Localization Method Based on Automatically Designed Neural Network Architecture Collection

2024.

Links | BibTeX

3104.

Lan, Zheng; Wang, Bo; Liu, Senting; Shi, Xiupeng

CoDANet: Hardware-Aware Neural Architecture Search for Optimized Deep Learning on FPGAs Proceedings Article

In: 2024 2nd International Conference on Artificial Intelligence and Automation Control (AIAC), pp. 563-568, 2024.

Links | BibTeX

3103.

Ayebo, Iyanu; Olatunde, Emma

Neural Architecture Search: Automating Deep Learning Model Design Journal Article

In: 2024.

Links | BibTeX

3102.

Krstic, Lazar; Ivanovic, Milos; Simic, Visnja; Stojanovic, Boban

Evolutionary approach for composing a thoroughly optimized ensemble of regression neural networks Journal Article

In: Egyptian Informatics Journal, vol. 28, pp. 100581, 2024, ISSN: 1110-8665.

Abstract | Links | BibTeX

2023

3101.

(Ed.)

Designing a New Search Space for Multivariate Time-Series Neural Architecture Search Collection

2023.

Links | BibTeX

3100.

Zhao, Junbo; Ning, Xuefei; Liu, Enshu; Ru, Binxin; Zhou, Zixuan; Zhao, Tianchen; Chen, Chen; Zhang, Jiajin; Liao, Qingmin; Wang, Yu

Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS “Cold-Start” Technical Report

2023.

Links | BibTeX

3099.

Zhang, Baochang; Xu, Sheng; Lin, Mingbao; Wang, Tiancheng; Doermann, David

Binary Neural Networks: Algorithms, Architectures, and Applications Book

2023.

Links | BibTeX

3098.

(Ed.)

Multi-task Graph Neural Architecture Search with Task-aware Collaboration and Curriculum Collection

2023.

Links | BibTeX

3097.

(Ed.)

Unsupervised Graph Neural Architecture Search with Disentangled Self-supervision Collection

2023.

Links | BibTeX

3096.

(Ed.)

MathNAS: If Blocks Have a Role in Mathematical Architecture Design Collection

2023.

Links | BibTeX

3095.

(Ed.)

KD-Zero: Evolving Knowledge Distiller for Any Teacher-Student Pairs Collection

2023.

Links | BibTeX

3094.

(Ed.)

Analyzing Generalization of Neural Networks through Loss Path Kernels Collection

2023.

Links | BibTeX

3093.

(Ed.)

Operation-Level Early Stopping for Robustifying Differentiable NAS Collection

2023.

Links | BibTeX

3092.

(Ed.)

AutoGO: Automated Computation Graph Optimization for Neural Network Evolution Collection

2023.

Links | BibTeX

3091.

(Ed.)

Building A Mobile Text Recognizer via Truncated SVD-based Knowledge Distillation-Guided NAS Collection

2023.

Links | BibTeX

3090.

Wang, Shang; Tang, Huangrong

GRADIENT-FREE PROXY FOR EFFICIENT LANGUAGE MODEL SEARCH Technical Report

2023.

Links | BibTeX

3089.

Hundhausen, Felix; Hubschneider, Simon; Asfou, Tamim

Grasping with Humanoid Hands based on In-Hand Vision and Hardware-accelerated CNNs Technical Report

2023.

Links | BibTeX

3088.

Xue, Yu; Tong, Weinan; Neri, Ferrante; Chen, Peng; Luo, Tao; Zhen, Liangli; Wang, Xiao

Evolutionary Architecture Search for Generative Adversarial Networks Based On Weight Sharing Technical Report

2023.

Links | BibTeX

3087.

Al-Sabri, Raeed; Gao, Jianliang; Chen, Jiamin; Oloulade, Babatounde Moctard; Lyu, Tengfei

AutoTGRL: an automatic text-graph representation learning framework Journal Article

In: Neural Computing and Applications, 2023.

Links | BibTeX

3086.

SASNAUSKAS, PAULIUS; PETKEVIČIUS, INAS

Symbolic Neural Architecture Search for Differential Equations Journal Article

In: 2023.

Links | BibTeX

3085.

Luo, Xiangzhong

Hardware-aware neural architecture search and compression towards embedded intelligence PhD Thesis

2023.

Links | BibTeX

3084.

Huai, Shuo

Enabling efficient edge intelligence: a hardware-software codesign approach PhD Thesis

2023.

Links | BibTeX

3083.

(Ed.)

Improving Natural Language Understanding with Computation-Efficient Retrieval Representation Fusion Collection

2023.

Links | BibTeX

3082.

Park, Soohyun; Son, Seok Bin; Lee, Youn Kyu; Jung, Soyi; Kim, Joongheon

Two-stage architectural fine-tuning for neural architecture search in efficient transfer learning Journal Article

In: ELECTRONICS LETTERS , vol. 59, no. 24, 2023.

Links | BibTeX

3081.

Saluky, Saluky; Nugraha, Gusti Baskara; Supangkat, Suhono Harso

Enhancing Abandoned Object Detection with Dual Background Models and Yolo-NAS Journal Article

In: International Journal of Intelligent Systems and Applications in Engineering, vol. 12, no. 2, pp. 547–554, 2023.

Links | BibTeX

3080.

Bellodi, E.; Bertozzi, D.; Bizzarri, A.; Favalli, M.; Fraccaroli, M.; Zese, R.

Efficient Resource-Aware Neural Architecture Search with a Neuro-Symbolic Approach Proceedings Article

In: 2023 IEEE 16th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC), pp. 171-178, IEEE Computer Society, Los Alamitos, CA, USA, 2023.

Abstract | Links | BibTeX

3079.

Kapoor, A.; Soans, R.; Dixit, S.; Ns, P.; Singh, B.; Das, M.

NASEREX: Optimizing Early Exits via AutoML for Scalable Efficient Inference in Big Image Streams Proceedings Article

In: 2023 IEEE International Conference on Big Data (BigData), pp. 5266-5271, IEEE Computer Society, Los Alamitos, CA, USA, 2023.

Abstract | Links | BibTeX

3078.

Heuillet, Alexandre

Exploring deep neural network differentiable architecture design PhD Thesis

Université Paris-Saclay, 2023.

Links | BibTeX

3077.

Chen, Hui; Li, Nannan; Chen, Rong

Ni-DehazeNet: representation learning via bilevel optimized architecture search for nighttime dehazing Journal Article

In: The Visual Computer, 2023.

Links | BibTeX

3076.

Lyu, Zonglei; Yu, Tong; Pan, Fuxi; Zhang, Yilin; Luo, Jia; Zhang, Dan; Chen, Yiren; Zhang, Bo; Li, Guangyao

A survey of model compression strategies for object detection Journal Article

In: Multimedia Tools and Applications , 2023.

Links | BibTeX

3075.

POYSER, MATTHEW

Minimizing Computational Resources for Deep Machine Learning: A Compression and Neural Architecture Search Perspective for Image Classification and Object Detection PhD Thesis

2023.

Links | BibTeX

3074.

Liu, Shiya

Energy-efficient Neuromorphic Computing for Resource-constrained Internet of Things Devices PhD Thesis

2023.

Links | BibTeX

3073.

Xie, Tao; Zhang, Haoming; Yang, Linqi; Wang, Ke; Dai, Kun; Li, Ruifeng; Zhao, Lijun

Point-NAS: A Novel Neural Architecture Search Framework for Point Cloud Analysis Journal Article

In: IEEE transactions on image processing : a publication of the IEEE Signal Processing Society, vol. PP, 2023, ISSN: 1057-7149.

Abstract | Links | BibTeX

3072.

Dimanov, Daniel

Efficient Multi-Objective NeuroEvolution in Computer Vision and Applications for Threat Identification PhD Thesis

2023.

Links | BibTeX

3071.

Li, Yueyang; Wu, Zhouejie; Shen, Junfei; Zhang, Qican

Real-time 3D shape measurement of dynamic scenes using fringe projection profilometry: lightweight NAS-optimized dual frequency deep learning approach Journal Article

In: Opt. Express, vol. 31, no. 24, pp. 40803–40823, 2023.

Abstract | Links | BibTeX

3070.

Xie, G.; Li, Q.; Shi, Z.; Fang, H.; Ji, S.; Jiang, Y.; Yuan, Z.; Ma, L.; Xu, M.

Generating Neural Networks for Diverse Networking Classification Tasks via Hardware-Aware Neural Architecture Search Journal Article

In: IEEE Transactions on Computers, no. 01, pp. 1-14, 2023, ISSN: 1557-9956.

Abstract | Links | BibTeX

3069.

Wang, G.; Li, C.; Yuan, L.; Peng, J.; Xian, X.; Liang, X.; Chang, X.; Lin, L.

DNA Family: Boosting Weight-Sharing NAS with Block-Wise Supervisions Journal Article

In: IEEE Transactions on Pattern Analysis & Machine Intelligence, no. 01, pp. 1-18, 2023, ISSN: 1939-3539.

Abstract | Links | BibTeX

4218 entries « 23 of 85 »