Securing live rock

I did a little rearranging and really like how the rock looks now, but its a bit unstable. How do you secure it when it's already underwater and wet? I can't pull all the pieces out that need securing. I bought some of that marineland epoxy putty but it doesn't seem to really work when the rock is already underwater.
 
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