| Year | Seed | Record | Finishing Round | Coach |
| 1948 | - | 1 - 2 | National Semifinals (2nd rd) | Jack Gardner |
| 1951 | - | 3 - 1 | National Championship (4th rd) | Jack Gardner |
| 1956 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Tex Winter |
| 1958 | - | 2 - 2 | National Semifinals (4th rd) | Tex Winter |
| 1959 | - | 1 - 1 | Elite Eight (3rd rd) | Tex Winter |
| 1961 | - | 1 - 1 | Elite Eight (3rd rd) | Tex Winter |
| 1964 | - | 2 - 2 | National Semifinals (4th rd) | Tex Winter |
| 1968 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Tex Winter |
| 1970 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Cotton Fitzsimmons |
| 1972 | - | 1 - 1 | Elite Eight (3rd rd) | Jack Hartman |
| 1973 | - | 1 - 1 | Elite Eight (3rd rd) | Jack Hartman |
| 1975 | - | 2 - 1 | Elite Eight (3rd rd) | Jack Hartman |
| 1977 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Jack Hartman |
| 1980 | 7 | 1 - 1 | Round of 32 (2nd rd) | Jack Hartman |
| 1981 | 8 | 3 - 1 | Elite Eight (4th rd) | Jack Hartman |
| 1982 | 5 | 2 - 1 | Sweet Sixteen (3rd rd) | Jack Hartman |
| 1987 | 9 | 1 - 1 | Round of 32 (2nd rd) | Lon Kruger |
| 1988 | 4 | 3 - 1 | Elite Eight (4th rd) | Lon Kruger |
| 1989 | 6 | 0 - 1 | Round of 64 (1st rd) | Lon Kruger |
| 1990 | 11 | 0 - 1 | Round of 64 (1st rd) | Lon Kruger |
| 1993 | 6 | 0 - 1 | Round of 64 (1st rd) | Dana Altman |
| 1996 | 10 | 0 - 1 | Round of 64 (1st rd) | Tom Asbury |
| 2008 | 11 | 1 - 1 | Round of 32 (2nd rd) | Frank Martin |
| 2010 | 2 | 3 - 1 | Elite Eight (4th rd) | Frank Martin |
