?
What is a counterfactual explanation?
PostedJun 19, 2026
Question: In explainable AI, what is a counterfactual explanation?
A) A plot of all model weights
B) A minimal change to an input that would change the model's prediction
C) A random permutation of labels
D) A method for increasing batch size
Correct: B
Explanation: A counterfactual explanation answers a question like: “What small change would have changed the decision?” For example, it may show what feature values would need to change for a loan rejection to become an approval.
Topic: advanced ML / explainable AI / counterfactuals