Author

Kishan Sharma

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#graph neural networks Open access Oct 2026

Graph Neural Networks (GNNs) for Complex System Anomaly Detection and Cybersecurity Telemetry: Topologies, Temporal Dynamics, and Enterprise SOC Benchmarks

Abstract—Modern enterprise computing fabrics, cloud infrastructures, and Security Operations Centers (SOCs) are inundated by billions of security events daily. Conventional Security Information and Event Management (SIEM) engines and intrusion detection systems (IDS) analyze telemetry as isolated, flat tabular logs (e....

Krish Kumar, Harsh Ranjan, Vishal Shrivastava et al. · Zenodo (CERN European Organi... · 0 citations

#federated learning Open access Oct 2026

Edge AI and Federated Learning for Privacy-Preserving IoT Systems: System Architectures, Non-IID Optimization, and Security Bounds

Abstract—The proliferation of Internet of Things (IoT) devices has created an unprecedented surge in decentralized telemetry, sensor data, and localized computational workloads. Conventional cloud-centric machine learning architectures require centralized pooling of raw edge data, which induces prohibitive wide-area ne...

Yogesh Kumar, Manas Pareek, Dr. Vishal Shrivastava et al. · Zenodo (CERN European Organi... · 0 citations