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Mathematical Institute
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Forget interpolating: Log-NCDEs can directly process irregular time series by embedding observations as increments and composing them into log-signatures, bypassing the need for explicit reconstruction.
Forget uniform weighting: the Exponentially Weighted Signature lets you inject temporal context and richer memory dynamics into path representations.