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06/27/2023
Precursor-of-Anomaly Detection for Irregular Time Series
Anomaly detection is an important field that aims to identify unexpected...
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01/11/2023
Learnable Path in Neural Controlled Differential Equations
Neural controlled differential equations (NCDEs), which are continuous a...
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04/19/2022
LORD: Lower-Dimensional Embedding of Log-Signature in Neural Rough Differential Equations
The problem of processing very long time-series data (e.g., a length of ...
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04/19/2022
EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting
Deep learning inspired by differential equations is a recent research tr...
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09/04/2021
Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting
Neural networks inspired by differential equations have proliferated for...
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05/31/2021