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This work introduces Travelling Pair Dynamical Alignment and Trajectory Estimation (TP-DATE), a theoretical and computational framework to generalize GW-OT dynamically in a simulation-free manner, and forms a broad class of static and dynamic Quadratic-form OT (QOT) through path actions and proves the static dynamic equivalence.