liudaizong/Awesome-LVLM-Attack

• hightopics#1

  Add relevant topics to the repository

  原因：

  复制粘贴的修复

  复制

  awesome-list, lvlm-attack, vision-language-models, adversarial-attacks, ai-security, research-papers, survey

  待办完成忽略
• highlicense#2

  Add a LICENSE file to the repository

  原因：

  当前

  (no LICENSE file detected — the repo has no recognizable license)

  复制粘贴的修复

  复制

  Add a LICENSE file (e.g., MIT or Apache-2.0) to clarify usage terms.

  待办完成忽略
• mediumreadme#3

  Reposition the README's opening to clarify its 'awesome list' nature

  原因：

  当前

  A **continual** collection of papers related to Attacks on Large-Vision-Language-Models (LVLMs).

  复制粘贴的修复

  复制

  A **continual** and **curated awesome list** of papers, methods, and resources related to Attacks on Large-Vision-Language-Models (LVLMs). This repository serves as a comprehensive reference for researchers and practitioners in AI security.

  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

  How to assess and mitigate security risks in large multimodal AI systems?

  你：未被推荐
  AI 推荐顺序：

  1. OWASP Top 10 for Large Language Models (LLMs)
  2. OWASP AI Security and Privacy Guide
  3. Microsoft Azure AI Red Team
  4. Responsible AI Toolkit (microsoft/responsible-ai-toolbox)
  5. IBM Watson OpenScale
  6. Gretel.ai
  7. Robust Intelligence
  8. Snorkel AI
  9. Hugging Face Transformers (huggingface/transformers)
  10. Safetensors (huggingface/safetensors)

  AI 推荐了 10 个替代方案，却始终没点名 liudaizong/Awesome-LVLM-Attack。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are the latest adversarial attack methods for vision-language models?

  你：未被推荐
  AI 推荐顺序：

  1. AdvCLIP
  2. Adversarial Patch for VLMs
  3. Universal Adversarial Perturbations (UAPs) for VLMs
  4. AutoPrompt for VLMs
  5. PGD/FGSM for VLMs

  AI 推荐了 5 个替代方案，却始终没点名 liudaizong/Awesome-LVLM-Attack。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 liudaizong/Awesome-LVLM-Attack?

  pass
  ⚠AI 未点名 liudaizong/Awesome-LVLM-Attack —— 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 liudaizong/Awesome-LVLM-Attack in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 liudaizong/Awesome-LVLM-Attack

  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 liudaizong/Awesome-LVLM-Attack solve, and who is the primary audience?

  pass
  ⚠AI 未点名 liudaizong/Awesome-LVLM-Attack —— 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？