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| also: | Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1941 | - | 1 - 1 | Elite Eight (1st rd) | Eddie Hickey |
| 1962 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Red McManus |
| 1964 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Red McManus |
| 1974 | - | 2 - 1 | Sweet Sixteen (2nd rd) | Eddie Sutton |
| 1975 | - | 0 - 1 | Round of 32 (1st rd) | Tom Apke |
| 1978 | - | 0 - 1 | Round of 32 (1st rd) | Tom Apke |
| 1981 | 8 | 0 - 1 | Round of 64 (1st rd) | Tom Apke |
| 1989 | 14 | 0 - 1 | Round of 64 (1st rd) | Tony Barone |
| 1991 | 11 | 1 - 1 | Round of 32 (2nd rd) | Tony Barone |
| 1999 | 10 | 1 - 1 | Round of 32 (2nd rd) | Dana Altman |
| 2000 | 10 | 0 - 1 | Round of 64 (1st rd) | Dana Altman |
| 2001 | 10 | 0 - 1 | Round of 64 (1st rd) | Dana Altman |
| 2002 | 12 | 1 - 1 | Round of 32 (2nd rd) | Dana Altman |
| 2003 | 6 | 0 - 1 | Round of 64 (1st rd) | Dana Altman |
| 2005 | 10 | 0 - 1 | Round of 64 (1st rd) | Dana Altman |
| 2007 | 10 | 0 - 1 | Round of 64 (1st rd) | Dana Altman |
