2 papers
stat.ML2026
Modular Bayesian Foundation Models: Bayesian time series encoders for OOD detection, routing and forecasting
Mame Diarra Toure, Quang Hung Pham, Mohamed Ryad Zemouri +3
Industrial systems continuously generate time series that vary in sampling frequency, scale, dynamics, and operating regime. Consequently a single time-series foundation model may…
cs.LG2026
Modular Foundation Models for Time-Series Perception in Digital Twins
Quang Hung Pham, Ryad Zemouri, Martin Gagnon +1
Engineering Digital Twins and Prognostics and Health Management (PHM) systems rely on robust perception modules to extract actionable information from heterogeneous and non-station…