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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ivan Compagnucci

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Preprint Aug 2026

Emergent Behavior and Uncertainty in IoT-Enhanced Business Processes: Challenges and Future Directions

This work identifies open research gaps in IoT-enhanced business processes, addressing uncertainty representation, operationalization of IoT-enhanced processes, and runtime management of emergent behavior and outlines short, medium, and long-term recommendations to shape a research agenda on emergent behavior in IoT-en...

M. Pegoraro, Sara Pettinari, Ivan Compagnucci et al. · 0 citations
Book Open access Apr 2026

Adaptive Toggling of Architectural Patterns for Federated Learning

Results indicate that dynamically toggling architectural patterns can be beneficial under specific conditions, with cases leading to an improvement of up to \(10\%\) in learning accuracy, at the cost of negligible overhead at deployment time.

L. Baresi, Ivan Compagnucci, Livia Lestingi et al. · 1 citation

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