I need a formula to sum column b if column a is between two dates
 

I have an excel spreadsheet with employees time off. I need a formula that
will add column b if column a is betwee two dates. For example: if column a
is between 9/22/04 and 9/21/05 then add column b. I have tried all different
formluas but can't get this to work.