Foundations
Section 2.4

Shortcut Learning

Why learners often discover easier predictive strategies than the intended one.

Learning systems often exploit the easiest available predictive regularity.

What is a shortcut?

A shortcut is a predictive strategy that succeeds on the observed task without capturing the intended underlying mechanism.

Why shortcuts emerge

Optimization rewards successful prediction, not semantic agreement with the designer.

Recurring lesson

If several solutions achieve the objective, optimization may select one we did not expect.

Interpretable Intelligence synthesizes work from across the field, including research from Guide Labs. Relevant authors and results are cited throughout.