Mechanistic interpretability is emerging as a strategic advantage for businesses looking to deploy AI responsibly.

AI Explanation Types Differentially Impact Chest Radiograph Diagnostic Performance and Physician Trust in AI." Collaborating with Dr. Yi, Dr. Huang, Prinster and Mahmood were Suchi Saria, ...

Often, SHAP explanations are presented as bar plots that show which features are most or least important. But for a model with more than 100 features, that bar plot quickly becomes unwieldy.

More physicians than ever are turning to AI to improve efficiency — from administrative tasks to diagnosis and treatment — ...

An artificial intelligence program created explanations of heart test results that were in most cases accurate, relevant, and easy to understand by patients, a new study finds. The study addressed ...

Saliency-map explanations do not provide accurate representations of how black-box AI models work. Rudin warns that this kind of practice can mislead users into thinking the explanation is useful.

Google search’s made-up AI explanations for sayings no one ever said, explained A partial defense of (some of) AI Overview's fanciful idiomatic explanations.

When clinicians were shown the biased AI model, however, it decreased their accuracy by 11.3 percentage points and explanations which explicitly highlighted that the AI was looking at non-relevant ...

Researchers developed a system that converts AI explanations into narrative text that can be more easily understood by users. This system could help people determine when to trust a model's ...

All AI explanations were rated either "all true" (84%) or mostly correct (16%). In terms of relevance, 76% of explanations were judged to contain "all of the important information," 15% "most of ...