I looked around a bit and found a really dumb programming error that would cause this behavior. Basically, selecting "remember me" wasn't actually doing anything because it wasn't passing a value to the login script.
I changed the code, tested it out, and now I stay logged in even after closing my browser and reopening it. Please verify that it works for you also.