How do you help your dogs with nightly fireworks?

“My neighbors that live two blocks away have been shooting off fireworks every night for almost a week and my dogs hate it. My beagle shivers and my pug hides under the dining room table. Should I confront them about the fireworks, or is there something else that I can try for our dogs.”