Junghoon Lim

QuITE: Query-based Irregular Time-series Embedding

Irregular Multivariate Time Series (IMTS) arise naturally in many real-world domains, yet their irregular sampling patterns pose significant challenges for effective modeling. Existing approaches for IMTS fall into two categories: architecture-based and data-based methods. Architecture-based methods…