You have gotten a lot of absolutely fantastic recommendations so far. Another place that’s wonderful to visit and fun for kids just outside of dc - Mt. Vernon in Virginia. The home of George Washington. They do a ton of kid-friendly fall activities and festivals. They also have a boat tour of the river and you’ll be able to see the beautiful fall colors from the water.