ChandlerBang/awesome-self-supervised-gnn

• highreadme#1

  Reposition README opening to clarify 'awesome list' nature

  原因：

  当前

  This repository contains a list of papers on the Self-supervised Learning on Graph Neural Networks (GNNs), we categorize them based on their published years.

  复制粘贴的修复

  复制

  This repository is an **awesome list** of papers on Self-supervised Learning on Graph Neural Networks (GNNs), meticulously categorized by publication year. It serves as a comprehensive resource guide for researchers and practitioners.

  待办完成忽略
• highlicense#2

  Add a LICENSE file to the repository

  原因：

  复制粘贴的修复

  复制

  Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage rights.

  待办完成忽略
• mediumtopics#3

  Add 'awesome-list' topic to improve categorization

  原因：

  当前

  deep-learning, graph-mining, graph-neural-networks, graph-self-supervised-learning, machine-learning, pre-training, pretraining, self-supervised-learning

  复制粘贴的修复

  复制

  awesome-list, deep-learning, graph-mining, graph-neural-networks, graph-self-supervised-learning, machine-learning, pre-training, pretraining, self-supervised-learning

  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

  Where can I find recent research papers on self-supervised learning for graph neural networks?

  你：未被推荐
  AI 推荐顺序：

  1. arXiv.org
  2. Google Scholar
  3. NeurIPS
  4. ICML
  5. ICLR
  6. KDD
  7. WWW
  8. Journal of Machine Learning Research
  9. IEEE Transactions on Pattern Analysis and Machine Intelligence
  10. GitHub
  11. Twitter

  AI 推荐了 11 个替代方案，却始终没点名 ChandlerBang/awesome-self-supervised-gnn。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are effective pretraining strategies for graph neural networks using self-supervised methods?

  你：未被推荐
  AI 推荐顺序：

  1. GraphCL
  2. DGI
  3. InfoGraph
  4. BGRL
  5. GraphMAE
  6. node2vec
  7. DeepWalk
  8. GAE
  9. VGAE

  AI 推荐了 9 个替代方案，却始终没点名 ChandlerBang/awesome-self-supervised-gnn。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 ChandlerBang/awesome-self-supervised-gnn?

  pass
  ⚠AI 未点名 ChandlerBang/awesome-self-supervised-gnn —— 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 ChandlerBang/awesome-self-supervised-gnn in production, what risks or prerequisites should they evaluate first?

  pass
  ⚠AI 未点名 ChandlerBang/awesome-self-supervised-gnn —— 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？

• In one sentence, what problem does the repo ChandlerBang/awesome-self-supervised-gnn solve, and who is the primary audience?

  pass
  ⚠AI 未点名 ChandlerBang/awesome-self-supervised-gnn —— 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？