2 papers
cs.LG2026
On the Tradeoffs of On-Device Generative Models in Federated Predictive Maintenance Systems
Usevalad Milasheuski, Piero Baraldi, Enrico Zio +1
Federated Learning (FL) has emerged as a promising paradigm for preserving client data ownership and control over distributed Internet of Things (IoT) environments. While discrimin…
cs.CV2025
Automated Processing of eXplainable Artificial Intelligence Outputs in Deep Learning Models for Fault Diagnostics of Large Infrastructures
Giovanni Floreale, Piero Baraldi, Enrico Zio +1
Deep Learning (DL) models processing images to recognize the health state of large infrastructure components can exhibit biases and rely on non-causal shortcuts. eXplainable Artifi…