wangyongjie-ntu/Awesome-explainable-AI resource

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1649 stars · 225 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of research papers and surveys on explainable AI (XAI) and interpretable machine learning. It organizes frontier publications into categories such as surveys, counterfactual explanations, and recourse.

Use cases

• find research papers on explainable AI
• survey the state of the art in model interpretability
• learn about counterfactual explanations and recourse methods
• find XAI surveys related to large language models
• get started researching interpretable machine learning
• keep up with new XAI publications

When to choose

• you need a curated reading list on explainable AI research
• you are a researcher or student surveying XAI literature
• you want links to surveys covering LLM explainability

When to avoid

• you need a runnable XAI library or tool
• you want production-ready explanation algorithms rather than papers
• you need tutorials with code rather than a paper index

Facets

learning-resource · maturity active

documentation artificial-intelligence machine-learning tutorials cross-platform awesome-list explainable-ai xai interpretability research-papers counterfactual-explanations

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markdown · JSON · MCP: product_card(name="wangyongjie-ntu/Awesome-explainable-AI")