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1

Unsupervised Indoor Relative Positioning and Group Proximity Prediction Based on CIR Graph Convolutional Network and MDS Embedding
Zhang, Kaiqing ; Hong, Xuemin ; Peng, Ao
2025 IEEE International Performance, Computing, and Communications Conference (IPCCC) Performance, Computing, and Communications Conference (IPCCC), 2025 IEEE International. :1-6 Nov, 2025

*Conference*
2

Rethinking Unsupervised Graph Anomaly Detection With Deep Learning: Residuals and Objectives
Ma, X. ; Liu, F. ; Wu, J. ; et al.
IEEE Transactions on Knowledge and Data Engineering IEEE Trans. Knowl. Data Eng. Knowledge and Data Engineering, IEEE Transactions on. 37(2):881-895 Feb, 2025

*Academic Journal*
3

Patch Based Unsupervised Deep Learning for Retrieval and Part Matching in Large Image Datasets
Mukherjee, A. ; Sil, J. ; Sahu, A. ; et al.
IEEE Transactions on Big Data IEEE Trans. Big Data Big Data, IEEE Transactions on. 11(6):3369-3382 Dec, 2025

*Academic Journal*
4

Semantic and Graph-Based Unsupervised Learning for Insider Threat Detection Using User Activity Sequences
Baghalizadeh-Moghadam, Neda ; Neal, Christopher ; Boucetta, Sara Imene ; et al.
2025 22nd Annual International Conference on Privacy, Security, and Trust (PST) Privacy, Security, and Trust (PST), 2025 22nd Annual International Conference on. :1-7 Aug, 2025

*Conference*
5

From Structure to Strength: A Deep Learning Approach to Edge Weighting in Graph-Based Community Detection
Meriem, El Ouatiq ; Abdelkaher, Ait Abdelouahad ; Abdellatif, Dahmouni
2025 12th International Conference on Wireless Networks and Mobile Communications (WINCOM) Wireless Networks and Mobile Communications (WINCOM), 2025 12th International Conference on. :1-6 Nov, 2025

*Conference*
6

An Unsupervised Graph Learning Network for Early Damage Intelligent Detection of CFRP
Wei, C. ; Chu, X. ; Huang, M. ; et al.
IEEE Sensors Journal IEEE Sensors J. Sensors Journal, IEEE. 25(13):24320-24334 Jul, 2025

*Academic Journal*
7

A Generative Multiview Graph Contrastive Learning for Unsupervised Fault Diagnosis of Bogie Bearing
Li, H. ; Pan, T. ; Cao, S. ; et al.
IEEE Sensors Journal IEEE Sensors J. Sensors Journal, IEEE. 25(23):42550-42558 Dec, 2025

*Academic Journal*
8

UMGAD: Unsupervised Multiplex Graph Anomaly Detection
Li, Xiang ; Qi, Jianpeng ; Zhao, Zhongying ; et al.
2025 IEEE 41st International Conference on Data Engineering (ICDE) ICDE Data Engineering (ICDE), 2025 IEEE 41st International Conference on. :3724-3737 May, 2025

*Conference*
9

Efficient and Stable Unsupervised Feature Selection Based on Novel Structured Graph and Data Discrepancy Learning
Huang, P. ; Kong, Z. ; Wang, L. ; et al.
IEEE Transactions on Neural Networks and Learning Systems IEEE Trans. Neural Netw. Learning Syst. Neural Networks and Learning Systems, IEEE Transactions on. 36(4):6229-6243 Apr, 2025

*Academic Journal*
10

Hybrid Graph Embeddings and Louvain Algorithm for Unsupervised Community Detection
Khettaf, Dalila ; Djenouri, Djamel ; Rezaeifar, Zeinab ; et al.
2025 10th International Conference on Machine Learning Technologies (ICMLT) Machine Learning Technologies (ICMLT), 2025 10th International Conference on. :433-438 May, 2025

*Conference*
11

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12

Identifying Patterns of Vulnerability Incidence in Foundational Machine Learning Repositories on GitHub: An Unsupervised Graph Embedding Approach
Sachdeva, Agrim ; Lazarine, Ben ; Dama, Ruchik ; et al.
2022 IEEE International Conference on Data Mining Workshops (ICDMW) ICDMW Data Mining Workshops (ICDMW), 2022 IEEE International Conference on. :1-8 Nov, 2022

*Conference*
13

Unsupervised Angularly Consistent 4D Light Field Segmentation Using Hyperpixels and a Graph Neural Network
Hamad, M. ; Conti, C. ; Nunes, P. ; et al.
IEEE Open Journal of Signal Processing IEEE Open J. Signal Process. Signal Processing, IEEE Open Journal of. 6:333-347 2025

*Academic Journal*
14

Graph Based Big Data Analytics on Unsupervised Machine Learning Framework
Kiran, Ch.Chaitanya ; Vidyullatha, P. ; Ram, V.Venkat ; et al.
2023 International Conference on Advancement in Computation & Computer Technologies (InCACCT) Advancement in Computation & Computer Technologies (InCACCT), 2023 International Conference on. :732-737 May, 2023

*Conference*
15

Unsupervised Learning of Graph Embeddings for Object-agnostic Affordance Categorization
Raman, Ramakrishnan ; Kumar, Vikram ; Saini, Dimple ; et al.
2024 Asian Conference on Intelligent Technologies (ACOIT) Intelligent Technologies (ACOIT), 2024 Asian Conference on. :1-6 Sep, 2024

*Conference*
16

Deep Learning Embeddings for Zero-Day Cyber Threat Detection: A Multi-Modal Framework for Network Flow and SIEM Data Analysis
Ramavath, Shiva Kumar ; Mittal, Akshay ; Gudur, Vaishnavi
2025 9th Cyber Security in Networking Conference (CSNet) Cyber Security in Networking Conference (CSNet), 2025 9th. :1-8 Oct, 2025

*Conference*
17

Unsupervised Power Allocation Based on Combination of Edge Aggregated Graph Attention Network With Deep Unfolded WMMSE
Hu, H. ; Xie, Z. ; Shi, H. ; et al.
IEEE Transactions on Vehicular Technology IEEE Trans. Veh. Technol. Vehicular Technology, IEEE Transactions on. 73(11):17359-17372 Nov, 2024

*Academic Journal*
18

Cyclic Consistency Constrained Multiview Graph Matching Network for Unsupervised Heterogeneous Change Detection
Qu, J. ; Dong, W. ; Du, Q. ; et al.
IEEE Transactions on Geoscience and Remote Sensing IEEE Trans. Geosci. Remote Sensing Geoscience and Remote Sensing, IEEE Transactions on. 63:1-15 2025

*Academic Journal*
19

An Deep Learning-Based Malicious Code Detection System Combining Graph Convolutional Networks and Bidirectional LSTM
Su, Yang ; Wang, Xu'an
2024 IEEE 7th Information Technology, Networking, Electronic and Automation Control Conference (ITNEC) Information Technology, Networking, Electronic and Automation Control Conference (ITNEC), 2024 IEEE 7th. 7:771-774 Sep, 2024

*Conference*
20

Deep Temporal and Structural Embeddings for Robust Unsupervised Anomaly Detection in Dynamic Graphs
Abdaljalil, S. ; Kurban, H. ; Atat, R. ; et al.
IEEE Open Journal of the Computer Society IEEE Open J. Comput. Soc. Computer Society, IEEE Open Journal of the. 6:1100-1109 2025

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