Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   analyze the convergence of independent adaptive learners in repeated games.  show that, in this class of games, independent adaptive learners converge to pure Nash equilibria in self play, if they exist, and to a best response strategy against stationary opponents.  discuss the relation beten our result and convergence results of adaptive play [1]. The importance of our result stems from the fact that, unlike adaptive play, no communication/action observability is assumed.  also relate this result to recent results on the convergence of akened ficticious play processes for independent learners [2,3]. Finally  present experimental results illustrating the main ideas of the paper.
['Francisco S. Melo', 'Manuel Lopes']
I am writing a research paper on a idea Convergence of independent adaptive learners
[{"from": "human", "value": "I am writing a research paper on a idea Convergence of independent adaptive learners"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   analyze the convergence of independent adaptive learners in repeated games.  show that, in this class of games, independent adaptive learners converge to pure Nash equilibria in self play, if they exist, and to a best response strategy against stationary opponents.  discuss the relation beten our result and convergence results of adaptive play [1]. The importance of our result stems from the fact that, unlike adaptive play, no communication/action observability is assumed.  also relate this result to recent results on the convergence of akened ficticious play processes for independent learners [2,3]. Finally  present experimental results illustrating the main ideas of the paper."}]