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We propose estimators for dynamic second order response theory in coarsegrained variables for driven out-of-equilibrium subsystems. The error iscontrolled through the the notion of subsystem spectral gap for the convergenceof coarse grained observables.

Adiabatic Approximation of Coarse Grained Second Order Response