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1

Practical Performance Trade-offs in Distributed Deep Learning on HPC: A Comparative Study of Enroot and Apptainer Containers
Damodaran, Kishor Yerol ; Nagesh, Sowmya Shree ; Sharma, Shashank ; et al.
2025 Supercomputing India (SCI) Supercomputing India (SCI), 2025. :1-8 Dec, 2025

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2

End-to-End Machine-Learning Framework for Electromagnetic Inverse Design: From Practical Constraints to Optimized Structures
Zhou, Z. ; Wei, Z. ; Ren, J. ; et al.
IEEE Transactions on Microwave Theory and Techniques IEEE Trans. Microwave Theory Techn. Microwave Theory and Techniques, IEEE Transactions on. 73(11):8690-8708 Nov, 2025

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3

Enhanced Fingerprint-Based Positioning With Practical Imperfections: Deep Learning-Based Approaches
Xu, S. ; Jiang, J. ; Yu, W. ; et al.
IEEE Wireless Communications IEEE Wireless Commun. Wireless Communications, IEEE. 33(1):252-258 Feb, 2026

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4

A Practical Machine Learning Framework for Enhanced Cyber Threat Detection in Digital Supply Chains: Simulation and Applied Evaluation
Aljaafreh, Rasha ; Hussain, Farookh ; Al-Doghman, Firas
2025 IEEE International Conference on E-Business Engineering (ICEBE) ICEBE E-Business Engineering (ICEBE), 2025 IEEE International Conference on. :109-113 Nov, 2025

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5

Multimodal Deep Learning for Alzheimer's Disease Classification: A Practical Fusion Framework for Clinical Deployment
Elghazzali, Zakaria O. ; Zhao, Chen ; Chen, Kewei ; et al.
2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI) ICTAI Tools with Artificial Intelligence (ICTAI), 2025 IEEE 37th International Conference on. :1492-1498 Nov, 2025

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6

Model Construction and Practical Application of Sentiment Recognition in Power Work Orders Based on Machine Learning
Liu, Xiaojun ; Peng, Shurui ; Li, Yang ; et al.
2025 6th International Conference on Advanced Electrical and Energy Systems (AEES) Advanced Electrical and Energy Systems (AEES), 2025 6th International Conference on. :925-932 Oct, 2025

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7

Federated Deep Learning for DDoS Detection in IoT: Case Studies, Challenges, and Practical Insights
S N, Prajwalasimha ; Shelke, Nilesh ; Jang Bahadur Saini, Dilip Kumar ; et al.
2025 3rd International Conference on Intelligent Cyber Physical Systems and Internet of Things (ICoICI) Intelligent Cyber Physical Systems and Internet of Things (ICoICI), 2025 3rd International Conference on. :1113-1118 Sep, 2025

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8

A Practical Study of Blended Learning from a Deep Learning Perspective: —Take the National First-Class Course “Early Reading and Instruction” as an Example
Wei, Teng ; Li, Li
2025 14th International Conference on Educational and Information Technology (ICEIT) Educational and Information Technology (ICEIT), 2025 14th International Conference on. :291-296 Mar, 2025

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9

Advanced virtual metrology using distribution alignment loss for practical quality control.
Ji, Yu Gyeong ; Kim, In Ho ; Shin, Minjeong ; et al.
International Journal of Production Research. Dec2025, Vol. 63 Issue 23, p9051-9069. 19p.

QUALITY control ELECTRONICS manufacturin... METROLOGY DEEP learning MACHINE learning OUTLIER detection …
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10

Machine Learning in Breast Cancer Diagnosis: Model Comparison and Practical Implications
Sepa, Nemanja ; Medojevic, Milovan ; Rikalovic, Aleksandar
2025 10th International Conference on Smart and Sustainable Technologies (SpliTech) Smart and Sustainable Technologies (SpliTech), 2025 10th International Conference on. :1-7 Jun, 2025

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11

Addressing Multiple Challenges in Early Gait Freezing Prediction for Parkinson's Disease: A Practical Deep Learning Approach
Wang, W. ; Lin, J. ; Le, X. ; et al.
IEEE Journal of Biomedical and Health Informatics IEEE J. Biomed. Health Inform. Biomedical and Health Informatics, IEEE Journal of. 29(9):6251-6262 Sep, 2025

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12

A Practical Analysis of Deep Learning Models for Real-World Face Recognition
Badrislamov, Rolan ; Karunanithi, Meerah ; Kouatly, Rand ; et al.
2025 International Conference on Emerging Trends in Networks and Computer Communications (ETNCC) Emerging Trends in Networks and Computer Communications (ETNCC), 2025 International Conference on. :216-221 Aug, 2025

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13

Plugging and Breathing on the Air: A Practical Defense System for Deep Learning-Based Wireless Semantic Communications
Qiu, C. ; Nan, G. ; Liang, R. ; et al.
IEEE Transactions on Mobile Computing IEEE Trans. on Mobile Comput. Mobile Computing, IEEE Transactions on. 24(9):8683-8699 Sep, 2025

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14

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection
Lu, Chaomeng ; Lagaisse, Bert

Cryptography and Securit... Machine Learning Software Engineering
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15

Algorithmic Approaches, Practical Implementations and Future Research Directions in Machine Learning
Sharma, Vaishali ; Sharma, Deepank ; Kumar Punia, Sanjeev
2024 1st International Conference on Advances in Computing, Communication and Networking (ICAC2N) Advances in Computing, Communication and Networking (ICAC2N), 2024 1st International Conference on. :121-126 Dec, 2024

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16

Predicting at-Risk Students in a Blended Learning environment via Machine Learning and Deep Learning Approach with Practical Implications
Madahana, Milka C. I. ; Ekoru, John E. D.
2025 IEEE World AI IoT Congress (AIIoT) World AI IoT Congress (AIIoT), 2025 IEEE. :0398-0403 May, 2025

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17

Teaching Reform and Practice Based on Machine Learning to Solve Practical Problems
Su, Jing ; Guo, Zilin
2025 International Conference on Algorithm, Artificial Intelligence and Computer Vision (AAICV) AAICV Algorithm, Artificial Intelligence and Computer Vision (AAICV), 2025 International Conference on. :1-4 Mar, 2025

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18

Anonymity Unveiled: A Practical Framework for Auditing Data Use in Deep Learning Models
Chen, Zitao ; Pattabiraman, Karthik
Proceedings of the 2025 ACM SIGSAC Conference on Computer and Communications Security. :513-527

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19

Quantum Machine Learning in Crop Disease Monitoring: Opportunities and Challenges to Practical Implementation
Wu, Yue ; Nagy, Attila ; Rajnai, Zoltan ; et al.
2025 IEEE 12th International Conference on Computational Cybernetics and Cyber-Medical Systems (ICCC) Computational Cybernetics and Cyber-Medical Systems (ICCC), 2025 IEEE 12th International Conference on. :000059-000064 Apr, 2025

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20

A Survey with Practical Demonstration on Acceleration of Machine Learning Models
Al-Asli, M
2025 International Conference on Innovation in Artificial Intelligence and Internet of Things (AIIT) Innovation in Artificial Intelligence and Internet of Things (AIIT), 2025 International Conference on. :1-7 May, 2025

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