Thoughunbiased, IScanbehigh-variance. Alowervariancealternativeis Weighted IS (WIS). Figure 4: Learning Ratesensitivityplotsinthe Random Walk Markov Chain, withbuffersizen = 15000 andmini-batchsizek = 16.

TrueSkill can handle multi-player games.

Figure 7: Learningcurvesof ATOC (left) and CommNet (right) during learningonpredator -prey.

We consider a scenario where multiple agents are learning a common decision vector from datawhich canbeinfluenced bytheagents' decisions.

We evaluate through thousands of human-agent interactions, demonstrating 15.4% absolute improvement in instruction execution accuracy

Neural Information Processing Systems http://nips.cc/

Among the research topics in multi-agent learning, mixed-motive cooperation is one of the most prominent challenges, primarily due to the mismatch between individual and collective goals.