When paths move only by jumps of size , there is neither a Gaussian component nor a continuous drift. The Lévy measure is supported on and has finite mass because these points are bounded away from zero. The process is therefore a Compound Poisson process, expressible as a difference of independent Poisson processes
where the rates are respectively. The martingale assumptions imply
Hence . The embedded jump chain is a simple symmetric random walk, and the total jump rate is one. In particular,
This is the symmetric Skellam distribution, with the explicit mass function
For , sum the joint probabilities of ; for , interchange the two variables. The characteristic function is , consistent with the rate-one symmetric Poisson difference process. The condition that paths move only by jumps is essential to exclude a separate continuous component.