Auditing Finite-Lag Statistics of Recurrent Representations

The framework introduces finite-lag operator geometry for recurrent representations by defining a directed empirical transport law based on observed source-successor pairs. This allows researchers to measure deterministic motion at a specific time lag, decomposing the total transport into conditional spread and coherent displacement. This provides a trajectory-directed geometric tool distinct from static diffusion methods.

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