Just remember there's as much pressure on them to make conversation with you as you're feeling. Small talk is never great, but it can lead to something better so maybe try just saying Hi, ask who they know at the party or if you know that how did they meet them or if you know that are they enjoying it, and if it goes no where well you're in no worse a situation that standing by yourself.