anguyen8/XAI-papers

• highabout#1

  Add a concise repository description

  原因：

  复制粘贴的修复

  复制

  A curated, ongoing collection of research papers, GUI tools, and libraries focused on Explainable Artificial Intelligence (XAI), for researchers and practitioners.

  待办完成忽略
• hightopics#2

  Add comprehensive topics to improve categorization

  原因：

  复制粘贴的修复

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  explainable-ai, xai, machine-learning, deep-learning, research-papers, survey, literature-review, model-interpretability, ai-ethics, computer-vision, natural-language-processing

  待办完成忽略
• mediumreadme#3

  Clarify README's opening sentence to emphasize content type

  原因：

  当前

  This is an on-going attempt to consolidate interesting efforts in the area of understanding / interpreting / explaining / visualizing *a pre-trained ML model*.

  复制粘贴的修复

  复制

  This repository is an on-going attempt to consolidate interesting *research papers, GUI tools, and libraries* in the area of understanding / interpreting / explaining / visualizing *a pre-trained ML model*.

  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

  What open-source libraries are available for interpreting and explaining deep learning models?

  你：未被推荐
  AI 推荐顺序：

  1. SHAP
  2. LIME
  3. Captum
  4. ELI5
  5. InterpretML
  6. TensorFlow Explain
  7. Alibi Explain

  AI 推荐了 7 个替代方案，却始终没点名 anguyen8/XAI-papers。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How can I visualize and understand the internal workings of pre-trained neural networks?

  你：未被推荐
  AI 推荐顺序：

  1. Captum
  2. LIME
  3. SHAP
  4. TensorBoard
  5. Grad-CAM
  6. DeepDream
  7. Lucid

  AI 推荐了 7 个替代方案，却始终没点名 anguyen8/XAI-papers。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  fail

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of anguyen8/XAI-papers?

  pass
  ⚠AI 未点名 anguyen8/XAI-papers —— 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 anguyen8/XAI-papers in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 anguyen8/XAI-papers

  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 anguyen8/XAI-papers solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 anguyen8/XAI-papers

  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？