Causally-Guided Pairwise Transformer -- Towards Foundational Digital Twins in Process Industry

Michael Mayr, Georgios C. Chasparis

Foundational modelling of multi-dimensional time-series data in industrial systems presents a central trade-off: channel-dependent (CD) models capture specific cross-variable dynam…