1957 — Beat Utah, Manhattan, and St. Bonaventure to advance to the championship game at Madison Square Garden, where the 16th-ranked Tigers fell against 19th-ranked Bradley, 84-83.
1960 — Lost to Providence
1961 — Lost to Holy Cross
1963 — Beat Fordham and lost to Canisius
1967 — Lost to Providence
1972 — Lost to Oral Roberts
1974 — Beat Seton Hall and lost to Utah
1975 — Lost to Oral Roberts
1977 — Lost to Alabama
1990 — Lost to Tennessee (in Memphis)
1991 — Beat UAB and lost to Arkansas State
1997 — Lost to UNLV (Larry Finch's final game as head coach)
1998 — Beat Ball State and lost to Fresno State
2001 — Beat Utah, UTEP, and New Mexico to advance to semifinals at Madison Square Garden. Lost to Tulsa (and beat Detroit in 3rd-place game).
2002 — Beat UNC-Greensboro, BYU, and Tennessee Tech to advance to semifinals at Madison Square Garden. Beat Temple and South Carolina to win championship.
2005 — Beat Northeastern, Virginia Tech, and Vanderbilt to advance to semifinals at Madison Square Garden. Lost to St. Joseph's.
2010 — Beat St. John's and lost to Ole Miss (in Oxford).