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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

S. Tangaro

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2 papers indexed here

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Preprint Sep 2026

Topological Uncertainty and Higher-Order Interactions in Spatial Networks

Environmental systems are characterized by complex spatial interactions that cannot be fully described through pairwise relationships or local uncertainty measures. We propose a unified framework combining higher-order information theory and topological data analysis to characterize the organization and uncertainty of...

Domenico Pomarico, Alessandro Fania, Gabriel Ramirez Sanchez et al. · 0 citations
#generative ai Review Open access Sep 2026

Ethical Considerations on Artificial Intelligence, Health and Health Care. All That Glisters Is Not Gold

Artificial intelligence (AI) is transforming global health care through innovations in deep learning, generative models and agentic AI systems. Traditional reductionist approaches to complex pathophysiological pathways fail to capture the true complexity of disease, motivating the adoption of network medicine (NM), whi...

P. Portincasa, M. Khalil, P. Novielli et al. · 0 citations

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