The President has authority to withdraw unilaterally from any treaty.
The President also has the authority to exclude anyone he wants from entering the country, but since he’s a Republican....
I’ll bet Trump uses this opportunity to bait the media. He’ll talk about something else for 30 minutes, and then at the end he’ll say something like “Oh yeah, we are also getting out of Paris accord”.