Distance-Restricted Explanations: Theoretical Underpinnings & Efficient Implementation

Understand

The uses of machine learning (ML) have snowballed in recent years.

• In many cases, ML models are highly complex, and their operation is beyond the understanding of human decision-makers.
• Nevertheless, some uses of ML models involve high-stakes and safety-critical applications.
• Explainable artificial intelligence (XAI) aims to help human decision-makers in understanding the operation of such complex ML models, thus eliciting trust in their operation.