Hyperbolic Time Series Forecasting with Learnable Decomposition and Manifold Dynamics.

arXiv:2610.15760v1 Announce Type: cross Abstract: Multiscale structure is central to time series forecasting: temporal signals contain slowly varying trends, intermediate seasonal patterns, and high-frequency residuals. Traditional forecasters model this multi