Ditto on getting to know partners via forums like AffiliatePrograms.com. You're in the right place.
Some other things you may want to explore are asking for referrals from other affiliates, contacting affiliates/sites directly (send a friendly quick email), and posting some content about your affiliate program on your site or blog.