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| also: | Big Eight Mountain States |
| Year | Seed | Record | Finishing Round | Coach |
| 1940 | - | 0 - 2 | Elite Eight (1st rd) | Frosty Cox |
| 1942 | - | 1 - 1 | National Semifinals (2nd rd) | Frosty Cox |
| 1946 | - | 1 - 1 | Elite Eight (1st rd) | Frosty Cox |
| 1954 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Bebe Lee |
| 1955 | - | 3 - 1 | National Semifinals (4th rd) | Bebe Lee |
| 1962 | - | 1 - 1 | Elite Eight (3rd rd) | Sox Walseth |
| 1963 | - | 1 - 1 | Elite Eight (3rd rd) | Sox Walseth |
| 1969 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Sox Walseth |
| 1997 | 9 | 1 - 1 | Round of 32 (2nd rd) | Ricardo Patton |
| 2003 | 10 | 0 - 1 | Round of 64 (1st rd) | Ricardo Patton |
