Explainable AI (XAI)
Explainable AI
Why Explain
Audit
Validate
Discover
Theory
Deductive-Nomological Model
Interventionist Model
Epistemological Pragmatism
Practice
Feature Attributions
Rule Lists
Counterfactuals
XAI Dichotomies
Open Problems
Underdetermination
Instability & Attacks
Lack of Consensus
Intellectual Property
Conclusion
Black Box Models?
Need for Explanations
Success Criteria
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Big Picture Concepts
Major Categories
Components & Details