2026
Mask the Redundancy: Evolving Masking Representation Learning for Multivariate Time-Series Clustering
AAAI 2026technical
Multivariate Time-Series (MTS) clustering discovers intrinsic grouping patterns of temporal data samples. Although time-series provide rich discriminative information, they also contain substantial redundancy, such as steady-state machine operation records and zero-output periods of solar power gene