wangyongjie-ntu/Awesome-explainable-AI

• highreadme#1

  Clarify README's opening sentence to explicitly state it's an "Awesome list"

  原因：

  当前

  This repository contains the frontier research on explainable AI(XAI) which is a hot topic recently.

  复制粘贴的修复

  复制

  This Awesome list is a comprehensive collection of frontier research materials on Explainable AI (XAI), a rapidly evolving field.

  待办完成忽略
• highhomepage#2

  Add the GitHub repository URL as the homepage

  原因：

  复制粘贴的修复

  复制

  https://github.com/wangyongjie-ntu/Awesome-explainable-AI

  待办完成忽略
• mediumtopics#3

  Add 'awesome-list' and 'awesome-xai' to the repository topics

  原因：

  当前

  counterfactual-explanations, explainable-ai, explanation-system, interpretability, interpretable-ai, recourse, xai, xml

  复制粘贴的修复

  复制

  counterfactual-explanations, explainable-ai, explanation-system, interpretability, interpretable-ai, recourse, xai, xml, awesome-list, awesome-xai

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  I need a comprehensive collection of research materials to learn about explainable AI.

  你：未被推荐
  AI 推荐顺序：

  1. Explainable AI: Interpreting, Explaining and Trusting AI
  2. Interpretable Machine Learning: A Guide for Making Black Box Models Explainable
  3. DARPA XAI Program
  4. The Ethical Algorithm: The Science of Socially Aware Algorithm Design
  5. Trustworthy AI: A Computational Perspective
  6. Explainable AI for Healthcare and Medicine
  7. Practical Explainable AI: A Guide to Interpreting, Explaining, and Improving Machine Learning Models

  AI 推荐了 7 个替代方案，却始终没点名 wangyongjie-ntu/Awesome-explainable-AI。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How can I find academic resources on model interpretability and counterfactual explanations?

  你：未被推荐
  AI 推荐顺序：

  1. Google Scholar
  2. arXiv
  3. ACM Digital Library
  4. IEEE Xplore
  5. Semantic Scholar
  6. Distill.pub
  7. Interpretable Machine Learning

  AI 推荐了 7 个替代方案，却始终没点名 wangyongjie-ntu/Awesome-explainable-AI。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of wangyongjie-ntu/Awesome-explainable-AI?

  pass
  ⚠AI 未点名 wangyongjie-ntu/Awesome-explainable-AI —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts wangyongjie-ntu/Awesome-explainable-AI in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 wangyongjie-ntu/Awesome-explainable-AI

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo wangyongjie-ntu/Awesome-explainable-AI solve, and who is the primary audience?

  pass
  ⚠AI 未点名 wangyongjie-ntu/Awesome-explainable-AI —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？