The U.S. accused the Lebanon-based Hezbollah militant political group of providing support for Syrian President Bashar al-Assad, including training and military advice to help the regime crack down on a popular uprising.

By going public with the allegations, the Obama administration is trying to put one of Mr. Assad's few remaining allies in the region on notice that its activities are being monitored, U.S. officials said.

The...