DeCoP: Enhancing Self-Supervised Time Series Representation with Dependency Controlled Pre-training

Yuemin Wu, Zhongze Wu, Xiu Su +6

Modeling dynamic temporal dependencies is a critical challenge in time series pre-training, which evolve due to distribution shifts and multi-scale patterns. This temporal variabil…