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insight - Neural Controlled Differential Equations
Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference
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 Neural Controlled Differential Equations: The Lie Brackets Make a Difference
Log-NCDEs with the Log-ODE method improve time series modelling.
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