Replacing Dimmable Halogen Spot light with LED dimmable or non Dimmable LED spotlights
I've replaced low voltage halogens with LED equivalent and had no issues with dimming.  But, this is not always the case.  I've had to take back a whole case because they had interference with radio signals.  

Call the manufacturer and ask them.  That's what we all do when we don't know.