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MSNet / LS-Net: Multi-Scale Representation Networks for Time Series Classification Reference PyTorch implementation of MSNet and LS-Net, two lightweight multi-scale CNN architectures for time series classification. The repository provides model implementations and runnable demos on UCR datasets.