The Obama administration said Thursday it wouldn't challenge state laws in Colorado and Washington that allow recreational marijuana use, in the latest victory for the movement to decriminalize the drug.

The decision clears the way for the states to move ahead in implementing their laws and limits the vulnerability of marijuana dealers there to federal prosecution, so long as they comply with state regulations.

"I...