For example, besides the one-way attribution that we currently perform with the input and output layers, semantic dictionaries allow us to attribute to-and-from specific hidden layers. An interface to understand how dataset examples influence the output classification, as presented by Koh & Liang An interface showing how examples influence the channels of hidden layers. Beyond interfaces for analyzing model behavior, if we add model parameters as a substrate, the design space now allows us to consider interfaces for taking action on neural networks.