While other games such as Mario Kart: Double Dash and Kirby's Air Ride have already been announced Nintendo have confirmed that F-Zero GX will allow you to hook up two GameCubes for eight player fun!

Update:

It seems that the info NOA handed out was false and Sega have confirmed that F-Zero will NOT support LAN.