Sungil Kim

DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis

2024 · arXiv (Cornell University)

Real-world time series analysis faces significant challenges when dealing with irregular and incomplete data. While Neural Differential Equation (NDE) based methods have shown promise, they struggle with limited expressiveness, scalability issues, and stability concerns. Conversely, …