It'll feature cameos form Drake, Rihanna, Macklemore, Kathy Griffin and more.
The festival will be held at various venues around the city on 25 October.
Swift released her last album Red in 2012, with its follow-up rumoured for an October release.
The electronic music series will run from 27 September - 19 December.
The Irish band will release the track on 1 September.
The singer revealed the news in a recent interview with the Phillippines' Inquirer.net.
The band release new album "Everything Will Be Alright in the End" in September.
The South London musician is set to re-release his 2013 album "Love To Give".
Previous recipients include Winston Churchill, Princess Diana, Nelson Mandela, Bob Geldof and more.
The singer will release the LP in October.