Local Universal Explainer (LUX) -- a rule-based explainer with factual, counterfactual and visual explanations

Explainable artificial intelligence (XAI) is one of the most intensively developed area of AI in recent years. It is also one of the most fragmented with multiple methods that focus on different aspects of explanations. This makes difficult to obtain the full spectrum of explanation at once in a compact and consistent way. To address this issue, we present Local Universal Explainer (LUX), which is a rule-based explainer that can generate factual, counterfactual and visual explanations. It is based on …

artificial artificial intelligence counterfactual cs.ai cs.lg explainable artificial intelligence explainer focus intelligence lux multiple spectrum visual xai