arXiv AI By Leopoldo Bertossi

Reconciling Consistency-Based Diagnosis with Actual-Causality-Based Explanations

Read the original on arXiv AI →

The paper establishes connections between Consistency-Based Diagnosis (CBD) and concepts of Actual Causality and Causal Responsibility from the perspective of Explainable AI (XAI). It highlights that CBD has received limited attention within the XAI community and suggests that linking these areas could positively influence both XAI and Explainable Data Management.

Machine-generated by The Flow from the publisher's headline and feed description — not written or checked by a human. The full article lives at arXiv AI.

arXiv Machine Learning
Sep 23

xWhyL: Causal Interactive Learning

arXiv:2609.26037v1 Announce Type: new Abstract: Explanations are central to causal reasoning, and cognitive science has long established that the human drive to explain is itself a mechanism for lear...

By Nicholas Tagliapietra, Florian Peter Busch, Moritz Willig, Matej Ze\v{c}evi\'c, Lavdim Halilaj, Juergen Luettin, Kristian Kersting