It's probably a three way tie between Super Smash Bros. Melee, Mario Kart: Double Dash!!, and Super Mario Advance (SMB2).
All three were games that I thoroughly enjoyed as a child and still continue to enjoy till this very day.
All three were games that I thoroughly enjoyed as a child and still continue to enjoy till this very day.