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The analytic philosophy of Robert Brandom, based on the ideas of pragmatism,paints a picture of sapience, through inferentialism. In this paper, we presenta theory, that utilizes essential elements of Brandom's philosophy, towards theobjective of achieving strong-AI. We do this by connecting the constitutiveelements of reinforcement learning and the Game Of Giving and Asking ForReasons. Further, following Brandom's prescriptive thoughts, we restructure thepopular reinforcement learning algorithm A3C, and show that RL algorithms canbe tuned towards the objective of strong-AI.

A Brandom-ian view of Reinforcement Learning towards strong-AI