Multiagent learning is an important tool for long-lasting human-machine systems (HMS). Most multiagent learning algorithms to date have focused on learning a best response to the strategies of other agents in the system. While such an approach is acceptable in some domains, it is not successful in others, such as when humans and machines interact in social dilemma-like situations, such as those...