2025
SGN: Shifted Window-Based Hierarchical Variable Grouping for Multivariate Time Series Classification
NeurIPS 2025poster
Multivariate time series (MTS) classification has attracted increasing attention across various domains. Existing methods either decompose MTS into separate univariate series, ignoring inter-variable dependencies, or jointly model all variables, which may lead to over-smoothing and loss of semantic…