Forward Simulation in XAI User Studies

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A user study methodology where participants are tasked with predicting the AI’s output based solely on its provided explanation for a given input.

Why It Matters

This is a specific experimental setup used to measure human understanding of model reasoning via explanations, which is a core methodological contribution.

Evidence

predicted the AI’s decisions based on explanations (forward simulation)

Related Papers

• openalex-2603.25251-does-explanation-correctness-matter-linking-computational-xa