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Usevalad Milasheuski

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#artificial intelligence Open access May 2026

On the Tradeoffs of On-Device Generative Models in Federated Predictive Maintenance Systems

This paper provides an empirical instantiation of shared/private parameter partitioning for unsupervised generative Time-Series Anomaly Detection (TSAD), mapping the split to analysis and synthesis modules across the generative architectures.

Usevalad Milasheuski, P. Baraldi, Enrico Zio et al. · 1 citation

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