Australian gay and lesbian couples will try to change Prime Minister Julia Gillard's opposition to same-sex marriage when they dine at her official residence after activists won a charity auction to attend a private dinner party.

Gillard had offered to host the dinner for any six guests at her official address in the national capital Canberra at an auction during the National Press Gallery's annual charity ball on Wednesday night.