Article

A Framework for Generating Counterfactual Explanations to Explain Black-Box Models

2025-01-15

Abstract excerpt

Automated decision-making systems are becoming more prevalent across a range of fields. For example, they are used across the finance industry to decide whether customers are entitled to loans, and in medicine to support clinical decisions. With decisions that substantially impact individual lives, users will often want explanations of why these decisions were made. Indeed, current and in-progress legal frameworks...

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Literature Corpus work: 604abe30-2bb5-5d0e-b3c6-380e1475b684
DOI: 10.20944/preprints202501.1083.v1

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