Reviews: Best Response Regression

Setting: There are two regression learners, and "opponent" and "agent". The opponent has some fixed but unknown hypothesis. The agent observes samples consisting of data pairs x,y along with the absolute loss of the opponent's strategy. The agent will produce a hypothesis. On a given data point, the agent "wins" if that hypothesis has smaller absolute loss than the opponent's.