2 papers
q-bio.NC2026
Generative Modeling of Neural Dynamics via Latent Stochastic Differential Equations
Ahmed ElGazzar, Marcel van Gerven
We propose a probabilistic framework for developing computational models of biological neural systems. In this framework, physiological recordings are viewed as discrete-time parti…
cs.LG2025
Generative Modeling of Clinical Time Series via Latent Stochastic Differential Equations
Muhammad Aslanimoghanloo, Ahmed ElGazzar, Marcel van Gerven
Clinical time series data from electronic health records and medical registries offer unprecedented opportunities to understand patient trajectories and inform medical decision-mak…