Zebras are recognized as dogs, and Stanford found the reason why AI made mistakes

It's obviously a zebra ,AI Why is it a dog ？

Classification models sometimes misjudge categories when classifying images .

Learned AI, And screw up some predictions , There must be a mistake in one of the links .

Two doctoral students and professors from Stanford University James Zou In a paper , Take us to explore the reasons why the classification model makes mistakes .

And then , This paper proposes a method —— Conceptual interpretation of counterfactual （Conceptual Counterfactual Explanations）, And evaluated its effect .

In this way , We can redefine the classification criteria of the model , So as to explain AI The reason for the mistake .

 

Thesis link ：https://arxiv.org/pdf/2106.12723.pdf