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Author

Sergio Saponara

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#federated learning Review Open access Sep 2026

Intelligent Real-Time Healthcare and Biomedical Monitoring Systems: A Narrative Review of AI, IoT, and Emerging Technologies

Background: Chronic disease management, an ageing global population, and the aftermath of the COVID-19 pandemic have pushed real-time, continuous health monitoring from a research curiosity toward routine clinical practice. Artificial intelligence (AI), the Internet of Medical Things (IoMT), edge computing, and next-ge...

Abdussalam Elhanashi, Sergio Saponara · 0 citations
Review Open access Jul 2026

Text-to-Image Generation via Deep Learning: A Comprehensive Review of Models, Architectures, and Future Directions

The paradigms of the generative adversarial networks (GANs), variational autoencoders (VAEs), transformer-based designs, and diffusion models, with the last one representing the state of the art in image generation models are discussed.

Abdussalam Elhanashi, Siham Essahraui, Qinghe Zheng et al. · 0 citations
Conference Jul 2026

PPO-Based Task Offloading for Deadline-Aware IoV Services in a Real-Data-Driven Environment

Task offloading is a key enabler for delay-sensitive Internet of Vehicles (IoV) services, where vehicular applications must be executed under strict latency constraints. This paper proposes a Proximal Policy Optimization (PPO)-based binary offloading framework that selects between Multi-access Edge Computing (MEC) and...

Kaouther Gasmi, Marco Mamei, Sergio Saponara · 0 citations

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