%0 Journal Article %T Non-trivial two-armed partial-monitoring games are bandits %A Andr¨˘s Antos %A G¨˘bor Bart¨®k %A Csaba Szepesv¨˘ri %J Computer Science %D 2011 %I arXiv %X We consider online learning in partial-monitoring games against an oblivious adversary. We show that when the number of actions available to the learner is two and the game is nontrivial then it is reducible to a bandit-like game and thus the minimax regret is $\Theta(\sqrt{T})$. %U http://arxiv.org/abs/1108.4961v1