AutoML.org

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.


3102 entries « 1 of 63 »

2024

3102.

LI, PEIXIA

Deep Neural Networks for Visual Object Tracking: An Investigation of Performance Optimization PhD Thesis

2024.

Links | BibTeX

3101.

Dong, Minjing

Boosting Adversarial Robustness via Neural Architecture Search and Design PhD Thesis

2024.

Links | BibTeX

3100.

(Ed.)

ENHANCING GAN PERFORMANCE THROUGH NEURAL ARCHITECTURE SEARCH AND TENSOR DECOMPOSITION Collection

2024.

Links | BibTeX

3099.

Jo, Haesung; Joo, Changhee

AutoGAN-DSP: Stabilizing GAN architecture search with deterministic score predictors Journal Article

In: Neurocomputing, pp. 127187, 2024, ISSN: 0925-2312.

Abstract | Links | BibTeX

3098.

Lin, Tzu-Han; Wang, How-Shing; Weng, Hao-Yung; Peng, Kuang-Chen; Chen, Zih-Ching; Lee, Hung-yi

PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques Miscellaneous

2024.

BibTeX

3097.

Gao, Jianliang; Wu, Zhenpeng; Al-Sabri, Raeed; Oloulade, Babatounde Moctard; Chen, Jiamin

AutoDDI: Drug–Drug Interaction Prediction With Automated Graph Neural Network Journal Article

In: IEEE Journal of Biomedical and Health Informatics, pp. 1-12, 2024.

Links | BibTeX

3096.

Pau, Danilo; Pisani, Andrea; Candelieri, Antonio

Towards Full Forward On-Tiny-Device Learning: A Guided Search for a Randomly Initialized Neural Network Journal Article

In: Algorithms, vol. 17, no. 1, 2024, ISSN: 1999-4893.

Abstract | Links | BibTeX

3095.

Wang, Dianwei; Zhai, Leilei; Fang, Jie; Li, Yuanqing; Xu, Zhijie

psoResNet: an Improved PSO-Based Residual Network Search Algorithm Journal Article

In: Neural Networks, pp. 106104, 2024, ISSN: 0893-6080.

Abstract | Links | BibTeX

3094.

Xu, Yang; Ma, Yongjie

Evolutionary neural architecture search based on group whitening residual ConvNet and large kernel subspace attention module Journal Article

In: International Journal of Computers and Applications, vol. 0, no. 0, pp. 1-13, 2024.

Links | BibTeX

3093.

Udovichenko, Igor; Shvetsov, Egor; Divitsky, Denis; Osin, Dmitry; Trofimov, Ilya; Sukharev, Ivan; Glushenko, Anatoliy; Berestnev, Dmitry; Burnaev, Evgeny

SeqNAS: Neural Architecture Search for Event Sequence Classification Journal Article

In: IEEE Access, vol. 12, pp. 3898–3909, 2024, ISSN: 2169-3536.

Links | BibTeX

3092.

Gong, Yunhong; Sun, Yanan; Peng, Dezhong; Chen, Xiangru

Bridge the gap between fixed-length and variable-length evolutionary neural architecture search algorithms Journal Article

In: Electronic Research Archive, vol. 32, no. 1, pp. 263-292, 2024, ISSN: 2688-1594.

Links | BibTeX

3091.

Wang, Xuzhi; Feng, Wei; Wan, Liang

Multi-modal fusion architecture search for camera-based semantic scene completion Journal Article

In: Expert Systems with Applications, vol. 243, pp. 122885, 2024, ISSN: 0957-4174.

Abstract | Links | BibTeX

3090.

Zhan, Jin; He, Wenjing; Huang, Jianxiang

Comfort, carbon emissions, and cost of building envelope and photovoltaic arrangement optimization through a two-stage model Journal Article

In: Applied Energy, vol. 356, pp. 122423, 2024, ISSN: 0306-2619.

Abstract | Links | BibTeX

3089.

Xie, Jingrong; Feng, Yuqi; Sun, Yanan

A Sampling Method for Performance Predictor Based on Contrastive Learning Proceedings Article

In: Liu, Tongliang; Webb, Geoff; Yue, Lin; Wang, Dadong (Ed.): AI 2023: Advances in Artificial Intelligence, pp. 215–226, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-8388-9.

Abstract | Links | BibTeX

3088.

Londt, Trevor; Gao, Xiaoying; Andreae, Peter; Mei, Yi

XC-NAS: A New Cellular Encoding Approach for Neural Architecture Search of Multi-path Convolutional Neural Networks Proceedings Article

In: Liu, Tongliang; Webb, Geoff; Yue, Lin; Wang, Dadong (Ed.): AI 2023: Advances in Artificial Intelligence, pp. 416–428, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-8391-9.

Abstract | Links | BibTeX

3087.

Cao, Chunhong; Huang, Wenwei; Hu, Fang; Gao, Xieping

Hierarchical neural architecture search with adaptive global–local feature learning for Magnetic Resonance Image reconstruction Journal Article

In: Computers in Biology and Medicine, vol. 168, pp. 107774, 2024, ISSN: 0010-4825.

Abstract | Links | BibTeX

3086.

Si, Dan; Ye, Qing; Lv, Jindi; Zhou, Yuhao; Lv, Jiancheng

Violence-MFAS: Audio-Visual Violence Detection Using Multimodal Fusion Architecture Search Proceedings Article

In: Luo, Biao; Cheng, Long; Wu, Zheng-Guang; Li, Hongyi; Li, Chaojie (Ed.): Neural Information Processing, pp. 205–216, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-8181-6.

Abstract | BibTeX

3085.

She, Haihong; Luo, Yigui; Xiang, Zhaohong; Liang, Weiming; Xie, Yin

Accurate Latency Prediction of Deep Learning Model Inference Under Dynamic Runtime Resource Proceedings Article

In: Luo, Biao; Cheng, Long; Wu, Zheng-Guang; Li, Hongyi; Li, Chaojie (Ed.): Neural Information Processing, pp. 495–510, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-8126-7.

Abstract | Links | BibTeX

3084.

Zhang, Yifan; Zhang, Tong; Ba, Wenjing; Liu, Li; Rao, Yuan; Zhang, XiaoDan; Zhang, Hanhan; Jin, Xiu

A novel transfer method with neural network architecture searching to predict asymptomatic of “akizuki” pear cork spot disorder on near-infrared spectroscopy Journal Article

In: Microchemical Journal, vol. 196, pp. 109656, 2024, ISSN: 0026-265X.

Abstract | Links | BibTeX

3083.

Xie, Zaipeng; Liu, Ziang; Chen, Peng; Zhang, Jianan

Efficient Spiking Neural Architecture Search with Mixed Neuron Models and Variable Thresholds Proceedings Article

In: Luo, Biao; Cheng, Long; Wu, Zheng-Guang; Li, Hongyi; Li, Chaojie (Ed.): Neural Information Processing, pp. 466–481, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-8082-6.

Abstract | Links | BibTeX

3082.

Fang, Yunfei; Mu, Caihong; Liu, Yi

AutoShape: Automatic Design of Click-Through Rate Prediction Models Using Shapley Value Proceedings Article

In: Liu, Fenrong; Sadanandan, Arun Anand; Pham, Duc Nghia; Mursanto, Petrus; Lukose, Dickson (Ed.): PRICAI 2023: Trends in Artificial Intelligence, pp. 29–40, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-7022-3.

Abstract | Links | BibTeX

3081.

Bu, Chenyang; Lu, Hezhen

Non-revisiting Stochastic Search for Automatic Graph Learning Proceedings Article

In: Liu, Fenrong; Sadanandan, Arun Anand; Pham, Duc Nghia; Mursanto, Petrus; Lukose, Dickson (Ed.): PRICAI 2023: Trends in Artificial Intelligence, pp. 436–447, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-7022-3.

Abstract | Links | BibTeX

3080.

Luong, Ngoc Hoang; Phan, Quan Minh; Vo, An; Pham, Tan Ngoc; Bui, Dzung Tri

Lightweight multi-objective evolutionary neural architecture search with low-cost proxy metrics Journal Article

In: Information Sciences, vol. 655, pp. 119856, 2024, ISSN: 0020-0255.

Abstract | Links | BibTeX

3079.

Sekanina, Lukas; Mrazek, Vojtech; Pinos, Michal

Hardware-Aware Evolutionary Approaches to Deep Neural Networks Book Chapter

In: Banzhaf, Wolfgang; Machado, Penousal; Zhang, Mengjie (Ed.): Handbook of Evolutionary Machine Learning, pp. 367–396, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-3814-8.

Abstract | Links | BibTeX

3078.

Lv, Zeqiong; Song, Xiaotian; Feng, Yuqi; Ou, Yuwei; Sun, Yanan; Zhang, Mengjie

Evolutionary Neural Network Architecture Search Book Chapter

In: Banzhaf, Wolfgang; Machado, Penousal; Zhang, Mengjie (Ed.): Handbook of Evolutionary Machine Learning, pp. 247–281, Springer Nature Singapore, Singapore, 2024, ISBN: 978-981-99-3814-8.

Abstract | Links | BibTeX

3077.

Poyser, Matt; Breckon, Toby P.

Neural architecture search: A contemporary literature review for computer vision applications Journal Article

In: Pattern Recognition, vol. 147, pp. 110052, 2024, ISSN: 0031-3203.

Abstract | Links | BibTeX

3076.

Ming, Ruichen; Liu, XiaoXiong; Li, Yu; Huang, Wei; Zhang, Weiguo

DRNAS: Differentiable RBF neural architecture search method considering computation load in adaptive control Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 127, pp. 107326, 2024, ISSN: 0952-1976.

Abstract | Links | BibTeX

3075.

Zhang, Xingwu; Ma, Rui; Zhao, Yu; Wang, Chenxi; Zhao, Zhibin; Chen, Xuefeng

Differentiable sampling based efficient architecture search for automatic fault diagnosis Journal Article

In: Engineering Applications of Artificial Intelligence, vol. 127, pp. 107214, 2024, ISSN: 0952-1976.

Abstract | Links | BibTeX

3074.

Prabakaran, Bharath Srinivas; Shafique, Muhammad

An End-to-End Embedded Neural Architecture Search and Model Compression Framework for Healthcare Applications and Use-Cases Book Chapter

In: Pasricha, Sudeep; Shafique, Muhammad (Ed.): Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing: Use Cases and Emerging Challenges, pp. 21–43, Springer Nature Switzerland, Cham, 2024, ISBN: 978-3-031-40677-5.

Abstract | Links | BibTeX

3073.

Qi, Danrui; Peng, Jinglin; He, Yongjun; Wang, Jiannan

Auto-FP: An Experimental Study of Automated Feature Preprocessing for Tabular Data Proceedings Article

In: Tanca, Letizia; Luo, Qiong; Polese, Giuseppe; Caruccio, Loredana; Oriol, Xavier; Firmani, Donatella (Ed.): Proceedings 27th International Conference on Extending Database Technology, EDBT 2024, Paestum, Italy, March 25 - March 28, pp. 129–142, OpenProceedings.org, 2024.

Links | BibTeX

3072.

Wu, Jia; Deng, Tianjin; Hu, Qi

How predictors affect the RL-based search strategy in Neural Architecture Search? Journal Article

In: Expert Systems with Applications, vol. 238, pp. 121742, 2024, ISSN: 0957-4174.

Abstract | Links | BibTeX

2023

3071.

(Ed.)

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

2023.

Links | BibTeX

3070.

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

3069.

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

Binary Neural Networks: Algorithms, Architectures, and Applications Book

2023.

Links | BibTeX

3068.

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

3067.

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

3066.

(Ed.)

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

2023.

Links | BibTeX

3065.

Huai, Shuo

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

2023.

Links | BibTeX

3064.

Luo, Xiangzhong

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

2023.

Links | BibTeX

3063.

SASNAUSKAS, PAULIUS; PETKEVIČIUS, INAS

Symbolic Neural Architecture Search for Differential Equations Journal Article

In: 2023.

Links | BibTeX

3062.

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

3061.

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

3060.

Hundhausen, Felix; Hubschneider, Simon; Asfou, Tamim

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

2023.

Links | BibTeX

3059.

Wang, Shang; Tang, Huangrong

GRADIENT-FREE PROXY FOR EFFICIENT LANGUAGE MODEL SEARCH Technical Report

2023.

Links | BibTeX

3058.

(Ed.)

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

2023.

Links | BibTeX

3057.

(Ed.)

AutoGO: Automated Computation Graph Optimization for Neural Network Evolution Collection

2023.

Links | BibTeX

3056.

(Ed.)

Operation-Level Early Stopping for Robustifying Differentiable NAS Collection

2023.

Links | BibTeX

3055.

(Ed.)

Analyzing Generalization of Neural Networks through Loss Path Kernels Collection

2023.

Links | BibTeX

3054.

(Ed.)

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

2023.

Links | BibTeX

3053.

(Ed.)

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

2023.

Links | BibTeX

3102 entries « 1 of 63 »