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Explainable-ML-Papers

A list of research papers of explainable machine learning.
https://github.com/BirkhoffG/Explainable-ML-Papers

Last synced: 6 days ago
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Categories
1. General Idea 14 5. Evaluate Explainable ML 13 3. Local Explanation 11 2. Global Explanation 11 4. Explainability in Human-in-the-loop ML 4 6. Useful Resources 3
Sub Categories
Survey 14 Counterfactual Explanation 12 Evaluating Interpretability 6 Evaluating Faithfulness 5 Feature-based Explanation 4 Interpretable Models 4 Representation-based Explanation 4 Courses & Talks 3 Self-Explaining Neural Network 2 Model Distillation 1 Example-based Explanation 1