| Year | Seed | Record | Finishing Round | Coach |
| 1953 | - | 2 - 2 | National Semifinals (4th rd) | Harry Rabenhorst |
| 1954 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Harry Rabenhorst |
| 1979 | 3 | 1 - 1 | Sweet Sixteen (3rd rd) | Dale Brown |
| 1980 | 1 | 2 - 1 | Elite Eight (4th rd) | Dale Brown |
| 1981 | 1 | 3 - 2 | National Semifinals (5th rd) | Dale Brown |
| 1984 | 7 | 0 - 1 | Round of 64 (1st rd) | Dale Brown |
| 1985 | 4 | 0 - 1 | Round of 64 (1st rd) | Dale Brown |
| 1986 | 11 | 4 - 1 | National Semifinals (5th rd) | Dale Brown |
| 1987 | 10 | 3 - 1 | Elite Eight (4th rd) | Dale Brown |
| 1988 | 9 | 0 - 1 | Round of 64 (1st rd) | Dale Brown |
| 1989 | 10 | 0 - 1 | Round of 64 (1st rd) | Dale Brown |
| 1990 | 5 | 1 - 1 | Round of 32 (2nd rd) | Dale Brown |
| 1991 | 6 | 0 - 1 | Round of 64 (1st rd) | Dale Brown |
| 1992 | 7 | 1 - 1 | Round of 32 (2nd rd) | Dale Brown |
| 1993 | 11 | 0 - 1 | Round of 64 (1st rd) | Dale Brown |
| 2000 | 4 | 2 - 1 | Sweet Sixteen (3rd rd) | John Brady |
| 2003 | 8 | 0 - 1 | Round of 64 (1st rd) | John Brady |
| 2005 | 6 | 0 - 1 | Round of 64 (1st rd) | John Brady |
| 2006 | 4 | 4 - 1 | National Semifinals (5th rd) | John Brady |
| 2009 | 8 | 1 - 1 | Round of 32 (2nd rd) | Trent Johnson |
