Author

Dr. Vishal Shrivastava

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#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

#large language models Open access Oct 2026

Mechanistic Interpretability and Explainable AI (XAI) in Foundation Models: Reverse-Engineering Circuits, Superposition, and Safety Bounds

Abstract—Foundation models, particularly autoregressive Transformer Large Language Models (LLMs) and Vision-Language Models (VLMs), have exhibited unprecedented reasoning and generative capabilities across computer science and engineering. However, their internal representations operate as opaque, high-dimensional 'bla...

Vinay Kumar Patidar, Dr. Vishal Shrivastava, Dr. Akhil Pandey et al. · Zenodo (CERN European Organi... · 0 citations