Towards Non-Adversarial Algorithmic Recourse

arXiv:2403.10330v1 Announce Type: new
Abstract: The streams of research on adversarial examples and counterfactual explanations have largely been growing independently. This has led to several recent works trying to elucidate their similarities and differences. Most prominently, it has been argued that adversarial examples, as opposed to counterfactual explanations, have a unique characteristic in that they lead to a misclassification compared to the ground truth. However, the computational goals and methodologies employed in existing counterfactual explanation and adversarial example generation methods …

abstract adversarial adversarial examples arxiv counterfactual cs.lg differences examples research type