arxivcs.LG2026-07-02
Finite-Lag Operator Geometry of Recurrent Representations
Recurrent representations are trajectories, but representation geometry is often measured from static snapshots. We develop finite-lag operator geometry for recurrent hidden states from observed source-successor pairs $(X_t,X_{t+Δ})$. The primitive is the conditional transport la…