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Partial Channel Dependence with Channel Masks for Time Series Foundation Models

Partial Channel Dependence with Channel Masks for Time Series Foundation Models

Recent advancements in foundation models have been successfully extended to the time series (TS) domain, facilitated by the emergence of large-scale TS datasets. However, previous efforts have primarily focused on designing model architectures to address explicit heterogeneity among datasets such as various numbers of channels, while often overlooking implicit heterogeneity …