The Nittany Lions beat the Scarlet Knights in a 1,000-yard war to cap off the regular season.
Singleton snatched the records with his 11-yard touchdown in the first quarter against Rutgers.
Standout freshman defensive end Chaz Coleman will play against Rutgers.
The Irish kicker originally committed to Penn State in June.
Bowl eligibility is on the line for both teams on Saturday.
