Reviews: Model Agnostic Supervised Local Explanations

The paper lacks a clear assessment of the validity of the experimental approach, the analysis, and the conclusions. Quality - Your definition of interpretable (human simulatable) focuses on to what extent a human can perform and describe the model calculations. This definition does not take into account our ability to make inferences or predictions about something as an indicator of our understanding of or our ability to interpret that something. Yet, regarding your approach, you state that you are "not trying to find causal structure in the data, but in the model's response" and that "we can freely manipulate the input and observe how the model response changes". Is your chosen definition of interpretability too narrow for the proposed approach? Clarity - Overall, the writing is well-organized, clear, and concise.