Thinklab-SJTU/awesome-ml4co

• highreadme#1

  Reposition README opening to emphasize 'paper list'

  原因：

  当前

  # Awesome Machine Learning for Combinatorial Optimization Resources
  We would like to maintain a list of resources that utilize machine learning technologies to solve combinatorial optimization problems.

  复制粘贴的修复

  复制

  # Awesome Machine Learning for Combinatorial Optimization Papers
  This repository is a curated list of research papers and resources that utilize machine learning technologies to solve combinatorial optimization problems.

  待办完成忽略
• mediumhomepage#2

  Add a homepage URL to the repository settings

  原因：

  复制粘贴的修复

  复制

  https://github.com/Thinklab-SJTU/awesome-ml4co

  待办完成忽略
• mediumlicense#3

  Add a LICENSE file to the repository

  原因：

  复制粘贴的修复

  复制

  Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root, or add a clear statement of the applicable license(s) directly in the README if a standard SPDX license is not desired.

  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 can machine learning techniques be applied to solve complex combinatorial optimization problems?

  你：未被推荐
  AI 推荐顺序：

  1. Google OR-Tools (google/or-tools)
  2. TensorFlow (tensorflow/tensorflow)
  3. PyTorch (pytorch/pytorch)
  4. AlphaZero/MuZero
  5. Stable Baselines3 (DLR-RM/stable-baselines3)
  6. Ray RLlib (ray-project/ray)
  7. PyTorch Geometric (pyg-team/pytorch_geometric)
  8. DGL (dmlc/dgl)
  9. DEAP (deap/deap)
  10. PyGAD (ahmedfgad/PyGAD)
  11. MiniZinc (MiniZinc/minizinc-ide)

  AI 推荐了 11 个替代方案，却始终没点名 Thinklab-SJTU/awesome-ml4co。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Where can I find a comprehensive list of research papers on ML for operations research?

  你：未被推荐
  AI 推荐顺序：

  1. Google Scholar
  2. arXiv
  3. ResearchGate
  4. Academia.edu
  5. INFORMS PubsOnLine
  6. IEEE Xplore Digital Library
  7. ACM Digital Library
  8. NeurIPS
  9. ICML
  10. ICLR
  11. KDD
  12. AAAI
  13. IJCAI
  14. INFORMS Annual Meeting

  AI 推荐了 14 个替代方案，却始终没点名 Thinklab-SJTU/awesome-ml4co。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 Thinklab-SJTU/awesome-ml4co?

  pass
  ⚠AI 未点名 Thinklab-SJTU/awesome-ml4co —— 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 Thinklab-SJTU/awesome-ml4co in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 Thinklab-SJTU/awesome-ml4co

  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 Thinklab-SJTU/awesome-ml4co solve, and who is the primary audience?

  pass
  ⚠AI 未点名 Thinklab-SJTU/awesome-ml4co —— 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？