Awesome-explainable-AI

Explainability library

A curated collection of research materials on explainable AI/ML, providing insights into techniques and methods for improving model interpretability.

A collection of research materials on explainable AI/ML

GitHub
1k stars
41 watching
197 forks
Language: Markdown
last commit: 29 days ago
Linked from 3 awesome lists

counterfactual-explanationsexplainable-aiexplanation-systeminterpretabilityinterpretable-airecoursexaixml

Awesome-explainable-AI / Papers
1. Transparent Model Design 1,426 29 days ago
2. Post-Explanation 1,426 29 days ago

Awesome-explainable-AI / Papers / 2. Post-Explanation
2.1 Model Explanation(Model-level) 1,426 29 days ago
2.2 Model Inspection 1,426 29 days ago
2.3 Outcome Explanation 1,426 29 days ago

Awesome-explainable-AI / Papers / 2. Post-Explanation / 2.3 Outcome Explanation
2.3.1 Feature Attribution/Importance(Saliency Map) 1,426 29 days ago

Awesome-explainable-AI / Papers / 2. Post-Explanation
2.4 Neuron Importance 1,426 29 days ago
2.5 Example-based Explanations 1,426 29 days ago

Awesome-explainable-AI / Papers / 2. Post-Explanation / 2.5 Example-based Explanations
2.5.1 Counterfactual Explanations(Recourse) 1,426 29 days ago
2.5.2 Influential Instances 1,426 29 days ago
2.5.3 Prototypes&Criticisms 1,426 29 days ago

Backlinks from these awesome lists:

0