Who am I supposed to use as a work reference?

I've applied for jobs a few times and this has always been a problem. Now that I've been out of college for a while it's even more of a problem. I don't have anyone from college that would even remember me. I can't use my current coworkers because I don't want my current employer to know I'm leaving until I have a new job lined...