Sometimes, but mainly when the bike is recognizable and the owner is well known in a cycling community. More than a few times I've seen stolen bikes show up to the park or the race track.
More often than not, they're gone. This is why I ride beaters on my commute or to the store. The good bikes in my fleet never leave my sight when they're off my property.