| Year | Seed | Record | Finishing Round | Coach |
| 1955 | - | 5 - 0 | National Championship (5th rd) | Phil Woolpert |
| 1956 | - | 4 - 0 | National Championship (5th rd) | Phil Woolpert |
| 1957 | - | 3 - 1 | National Semifinals (4th rd) | Phil Woolpert |
| 1958 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Phil Woolpert |
| 1963 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Peter Peletta |
| 1964 | - | 1 - 1 | Elite Eight (3rd rd) | Peter Peletta |
| 1965 | - | 1 - 1 | Elite Eight (3rd rd) | Peter Peletta |
| 1972 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Bob Gaillard |
| 1973 | - | 1 - 1 | Elite Eight (3rd rd) | Bob Gaillard |
| 1974 | - | 1 - 1 | Elite Eight (3rd rd) | Bob Gaillard |
| 1977 | - | 0 - 1 | Round of 32 (1st rd) | Bob Gaillard |
| 1978 | - | 1 - 1 | Sweet Sixteen (2nd rd) | Bob Gaillard |
| 1979 | 4 | 1 - 1 | Sweet Sixteen (3rd rd) | Dan Belluomini |
| 1981 | 9 | 0 - 1 | Round of 64 (1st rd) | Peter Barry |
| 1982 | 9 | 0 - 1 | Round of 64 (1st rd) | Peter Barry |
| 1998 | 14 | 0 - 1 | Round of 64 (1st rd) | Phil Mathews |
