Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI

Theodore Papamarkou , Maria Skoularidou , Konstantina Palla , Laurence Aitchison , Julyan Arbel , David Dunson , Maurizio Filippone , Vincent Fortuin , Philipp Hennig , José Miguel Hernández-Lobato , Aliaksandr Hubin , Alexander Immer , Theofanis Karaletsos , Mohammad Emtiyaz Khan , Agustinus Kristiadi , Yingzhen Li , Stephan Mandt , Christopher Nemeth , Michael A Osborne , Tim G. J. Rudner , David Rügamer , Yee Whye Teh , Max Welling , Andrew Gordon Wilson , Ruqi Zhang