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A Brief Summary of Explanatory Virtues

Ingrid Zukerman

Abstract

In this report, I provide a brief summary of the literature in philosophy, psychology and cognitive science about Explanatory Virtues, and link these concepts to eXplainable AI.

A Brief Summary of Explanatory Virtues

Abstract

In this report, I provide a brief summary of the literature in philosophy, psychology and cognitive science about Explanatory Virtues, and link these concepts to eXplainable AI.

Paper Structure

This paper contains 16 sections, 2 tables.

Table of Contents

  1. Introduction
  2. Main EV dimensions
  3. Epistemic/pragmatic dimension.
  4. Ontological dimension.
  5. EVs in the ontological dimension
  6. Evidential virtues.
  7. Coherential virtues.
  8. Coverage virtues.
  9. Aesthetic virtues.
  10. Diachronic virtues.
  11. EVs in XAI
  12. Evidential virtues.
  13. Coherential virtues.
  14. Coverage virtues.
  15. Aesthetic virtues.
  16. ...and 1 more sections