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

32 citations · 32 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2024★ 32 cited

Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization

Sheo Yon Jhin, Seojin Kim, Noseong Park

Time series forecasting has been an essential field in many different application areas, including economic analysis, meteorology, and so forth. The majority of time series forecas…

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.…