Before revision:  Specifically, we develop a framework for learning representations by humans, for humans, in which we learn representations of inputs ( " advice") that are effective for human decision-making. Representation-generating models are trained with humans-in-the-loop, implicitly incorporating the human decision-making model .
After revision:  Specifically, we develop a framework for learning representations by humans, for humans, in which we learn representations of inputs ( " Man Composed with Machine'' framework incorporates a human decision-making model .