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| also: | Atlantic Ten Independent |
| Year | Seed | Record | Finishing Round | Coach |
| 1941 | - | 1 - 1 | National Semifinals (2nd rd) | Henry Carlson |
| 1957 | - | 1 - 2 | Sweet Sixteen (2nd rd) | Bob Timmons |
| 1958 | - | 0 - 1 | Round of 32 (1st rd) | Bob Timmons |
| 1963 | - | 0 - 1 | Round of 32 (1st rd) | Bob Timmons |
| 1974 | - | 2 - 1 | Elite Eight (3rd rd) | Buzz Ridl |
| 1981 | 10 | 1 - 1 | Round of 32 (2nd rd) | Roy Chipman |
| 1982 | 10 | 0 - 1 | Round of 64 (1st rd) | Roy Chipman |
| 1985 | 12 | 0 - 1 | Round of 64 (1st rd) | Roy Chipman |
| 1987 | 3 | 1 - 1 | Round of 32 (2nd rd) | Paul Evans |
| 1988 | 2 | 1 - 1 | Round of 32 (2nd rd) | Paul Evans |
| 1989 | 8 | 0 - 1 | Round of 64 (1st rd) | Paul Evans |
| 1991 | 6 | 1 - 1 | Round of 32 (2nd rd) | Paul Evans |
| 1993 | 9 | 0 - 1 | Round of 64 (1st rd) | Paul Evans |
| 2002 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | Ben Howland |
| 2003 | 2 | 2 - 1 | Sweet Sixteen (3rd rd) | Ben Howland |
| 2004 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | Jamie Dixon |
| 2005 | 9 | 0 - 1 | Round of 64 (1st rd) | Jamie Dixon |
| 2006 | 5 | 1 - 1 | Round of 32 (2nd rd) | Jamie Dixon |
| 2007 | 3 | 2 - 1 | Sweet Sixteen (3rd rd) | Jamie Dixon |
| 2008 | 4 | 1 - 1 | Round of 32 (2nd rd) | Jamie Dixon |
| 2009 | 1 | 3 - 1 | Elite Eight (4th rd) | Jamie Dixon |
| 2010 | 3 | 1 - 1 | Round of 32 (2nd rd) | Jamie Dixon |
