Showing versus doing: Teaching by demonstration

Mark K. Ho, Michael Littman, James MacGlashan, Fiery Cushman, Joe Austerweil, Joseph L. Austerweil

Neural Information Processing Systems 

People often learn from others' demonstrations, and inverse reinforcement learning (IRL) techniques have realized this capacity in machines. In contrast, teaching by demonstration has been less well studied computationally. Here, we develop a Bayesian model for teaching by demonstration. Stark differences arise when demonstrators are intentionally teaching (i.e.

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