2 papers
cs.LG2026
Learning Through Energy Refinement and Manifold Projection: A Cooperative EBM-AE Framework
Ryad Zemouri
Energy-Based Models (EBMs) provide a flexible framework for generative modeling by learning an energy landscape that assigns low energy values to realistic samples and higher energ…
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…