LogSig-SSM: Time-Series Modelling with Multi-Scale Log-Signature Compression for State-Space Models.

arXiv:2610.05051v1 Announce Type: cross Abstract: Time-series data are often sampled irregularly at high frequencies and exhibit long-range dependencies, which makes long-horizon modelling difficult. Continuous-time models such as neural controlled differentia