UTICA: Multi-Objective Self-Distllation Foundation Model Pretraining for Time Series Classification

Yessin Moakher, Youssef Attia El Hili, Vasilii Feofanov

Self-supervised foundation models have achieved remarkable success across domains, including time series. However, the potential of non-contrastive methods, a paradigm that has dri…