The thermodynamic arrow of time is associated with entropy increasing from an unusually low-entropy past.
Statistical mechanics links macroscopic irreversibility to overwhelmingly probable higher-entropy states, while cosmology requires special low-entropy boundary conditions. The exact origin of that boundary condition remains a foundational open question.
