Those were the only points scored in the final 1:42 after Longwood's Michael Kessens tied the game at 65-all with a free throw.
Atkinson had 17 points and 11 rebounds, Keith Hornsby scored 12 and Will Weeks 10 for the Bulldogs (9-10, 3-2), the two-time defending Big South tournament champions. They have won eight of their past 12 games.
The Bulldogs' biggest lead in the second half was five points, the last coming at 62-57 at the 6:08 mark on D.J. Cunningham's two free throws.
Purdue coach Matt Painter says players haven't used the fifth-year graduate transfer rule for its true intent.
The dust has settled after players made their NBA draft decisions. Which college teams won? Which lost? Well, Villanova is pretty happy. USC, meanwhile, might not be as thrilled.
The 2017 recruiting class is short on point guards, with Trevon Duval leading only eight prospects from the ESPN 60 who are still available.