Online Multi-task Learning with Hard Constraints

Gabor Lugosi, Omiros Papaspiliopoulos, Gilles Stoltz

We discuss multi-task online learning when a decision maker has to deal simultaneously with M tasks. The tasks are related, which is modeled by imposing that the M-tuple of actions…