2026
Role Hypergraph Contrastive Learning for Multivariate Time-Series Analysis
AAAI 2026technical
Multivariate Time-Series (MTS) analysis is crucial across various domains. Considering the spatial and temporal consistency of MTS, existing methods leverage graph structures with temporal augmentation and contrastive learning to achieve robust learning of spatial dependencies and temporal patterns.