Let the step be . Forward Euler method gives , . Applying the same map with gives , which generally differs from . It is therefore not its own inverse under time reversal.
A kick–drift–kick leapfrog integrator instead has
The step first recovers , then , then , so . This assumes a position-dependent force and the same fixed step. Newtonian mechanics is reversible; respecting that structure helps avoid artificial directional bias and often improves long-term qualitative behaviour. The usual leapfrog also has a structure preserving symplectic geometry, which supports bounded oscillatory energy error, but reversibility by itself does not imply exact conservation of energy. Adaptive stepping requires special care to preserve these properties.

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