From Interpretability Methods to Interpretable Models
It is argued for shifting the field's focus from methods to models, along two complementary lines: existing tools let us characterize and compare what different models represent and compute, and whether a model can actually be understood by the humans who rely on it.
Julien Colin, Nuria Oliver, Thomas Serre
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