I say dress, tights cardigan and the knee high boots if the boots are flats. If they're heels then wear the ballet flats, dark skinny jeans and the flowery tunic with cardigan. I wouldn't wear heels to a house party that will be mostly 20 year old boys, especially if you're normally a pretty casual dresser. Have fun!