Salheddine Kabou

Physiologically-aware data generation: A differentiable HMM and frequency-domain Transformer GAN approach

The generation of multivariate medical time series, such as intensive care unit (ICU) trajectories, remains challenging because patient signals are highly heterogeneous, non-stationary, and strongly multimodal. In this paper, we present a methodological proof-of-concept for the s...