Permutation-Equivariant 2D State Space Models: Theory and Canonical Architecture for Multivariate Time Series

Seungwoo Jeong, Heung-Il Suk

Multivariate time series (MTS) modeling often implicitly imposes an artificial ordering over variables, violating the inherent exchangeability found in many real-world systems wher…