EIDOS: Latent-Space Predictive Learning for Time Series Foundation Models

Xinxing Zhou, Qingren Yao, Yiji Zhao +5

Most time series foundation models are pretrained by directly predicting future observations, which often yields weakly structured latent representations that capture surface noise…