Definition
An explanation produced after a model has generated a prediction or action, often by analyzing inputs, outputs, or a separate approximation.
Distinguish it from nearby terms
A post-hoc explanation can help a person inspect a result, but it is not automatically a faithful causal account of the model's internal process.
Check your understanding
Evaluate explanation fidelity separately from whether the explanation sounds plausible or is easy to understand.