2 papers
cs.LG2026
GARLIC: Graph Attention-based Relational Learning of Multivariate Time Series in Intensive Care
Ruirui Wang, Yanke Li, Manuel Günther +1
Healthcare data, such as Intensive Care Unit (ICU) records, comprise heterogeneous multivariate time series sampled at irregular intervals with pervasive missingness. However, clin…
cs.AI2025
KarmaTS: A Universal Simulation Platform for Multivariate Time Series with Functional Causal Dynamics
Haixin Li, Yanke Li, Diego Paez-Granados
We introduce KarmaTS, an interactive framework for constructing lag-indexed, executable spatiotemporal causal graphical models for multivariate time series (MTS) simulation. Motiva…