Neural Kolmogorov Equations: Parallelizable Learning of Stochastic Dynamics under General Noise

Arthur Bizzi, Olga Fink

Neural stochastic differential equations (SDEs) have emerged as powerful tools for learning noisy or stochastic dynamics directly from data; however, existing approaches largely as…