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

Author

Júlio Cezar Estrella

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Conference Aug 2026

From Deployment to Operation: A Reproducible IoT Testbed for Smart-Building HVAC with OTA and Observability

Smart-building research increasingly requires IoT platforms that support reproducible deployment and long-term operation under real conditions. This paper presents a field-operable and reproducible IoT testbed for smart-building HVAC, grounded in an architecture aligned with ISO/IEC 30141 and designed for zero-touch on...

Lucas de Souza Marques, Pedro Porto Teixeira, Renan Correia Monteiro Soares et al. · 0 citations
Conference Jul 2026

Improving Federated Learning under Non-IID Data through Clustered Ensembles and Adaptive Client Selection

Federated Learning (FL) enables collaborative model training without sharing raw data, but its effectiveness degrades under Non-IID client data and inefficient participation. In such settings, FedAvg may exhibit slow convergence, high variance across rounds, and elevated communication overhead. We propose a clustered e...

Artur Sousa Freitas, A. T. Akabane, J. Estrella · 0 citations

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