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(With the preface that I haven't actually implemented this myself yet, so I can't guarantee that it works) it seems like setting the DDS Quality of Service setting of your publisher to transient local might do the trick. More on QoS options here

This tutorial may help with modifying the default QoS for a publisher.

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