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20212025
most citedAddressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization

32 citations · 61 across the 8 of their papers we have counts for

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Showing 2023Show all

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cs.AI2023★ 22 cited

Precursor-of-Anomaly Detection for Irregular Time Series

Sheo Yon Jhin, Jaehoon Lee, Noseong Park

Anomaly detection is an important field that aims to identify unexpected patterns or data points, and it is closely related to many real-world problems, particularly to application…

cs.LG2023

Learnable Path in Neural Controlled Differential Equations

Sheo Yon Jhin, Minju Jo, Seungji Kook +3

Neural controlled differential equations (NCDEs), which are continuous analogues to recurrent neural networks (RNNs), are a specialized model in (irregular) time-series processing.…