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| also: | Independent Mountain States Western Athletic |
| Year | Seed | Record | Finishing Round | Coach |
| 1954 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Bill Strannigan |
| 1963 | - | 0 - 1 | Round of 32 (1st rd) | Jim Williams |
| 1965 | - | 0 - 1 | Round of 32 (1st rd) | Jim Williams |
| 1966 | - | 0 - 1 | Round of 32 (1st rd) | Jim Williams |
| 1969 | - | 2 - 1 | Elite Eight (3rd rd) | Jim Williams |
| 1989 | 10 | 1 - 1 | Round of 32 (2nd rd) | Boyd Grant |
| 1990 | 10 | 0 - 1 | Round of 64 (1st rd) | Boyd Grant |
| 2003 | 14 | 0 - 1 | Round of 64 (1st rd) | Dale Layer |
