Ours are gone too, just realized last weekend they were gone. I think they left at night, them and some birds fly at night to stay away from predators.
Leaving the feeders out will not keep them here, there or anywhere. Instinct tells them when to leave, the shorter days is one reason they leave. I usually have them around until the 10th of October.