Neural Controlled Differential Equations (NCDEs) offer advantages for time series modeling by decoupling forward passes and being robust to irregular sampling rates. Log-NCDEs, utilizing the Log-ODE method, show improved performance over NCDEs and other state-of-the-art models.
Log-NCDEs with the Log-ODE method improve time series modelling.