REPOGEO REPORT · LITE
ChandlerBang/awesome-self-supervised-gnn
Default branch master · commit d85907ee · scanned 5/26/2026, 3:33:12 AM
GitHub: 1,725 stars · 166 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface ChandlerBang/awesome-self-supervised-gnn, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition README opening to clarify 'awesome list' nature
Why:
CURRENTThis repository contains a list of papers on the Self-supervised Learning on Graph Neural Networks (GNNs), we categorize them based on their published years.
COPY-PASTE FIXThis 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.
- highlicense#2Add a LICENSE file to the repository
Why:
COPY-PASTE FIXCreate 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.
- mediumtopics#3Add 'awesome-list' topic to improve categorization
Why:
CURRENTdeep-learning, graph-mining, graph-neural-networks, graph-self-supervised-learning, machine-learning, pre-training, pretraining, self-supervised-learning
COPY-PASTE FIXawesome-list, deep-learning, graph-mining, graph-neural-networks, graph-self-supervised-learning, machine-learning, pre-training, pretraining, self-supervised-learning
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- arXiv.org · recommended 1×
- Google Scholar · recommended 1×
- NeurIPS · recommended 1×
- ICML · recommended 1×
- ICLR · recommended 1×
- CATEGORY QUERYWhere can I find recent research papers on self-supervised learning for graph neural networks?you: not recommendedAI recommended (in order):
- arXiv.org
- Google Scholar
- NeurIPS
- ICML
- ICLR
- KDD
- WWW
- Journal of Machine Learning Research
- IEEE Transactions on Pattern Analysis and Machine Intelligence
- GitHub
AI recommended 11 alternatives but never named ChandlerBang/awesome-self-supervised-gnn. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are effective pretraining strategies for graph neural networks using self-supervised methods?you: not recommendedAI recommended (in order):
- GraphCL
- DGI
- InfoGraph
- BGRL
- GraphMAE
- node2vec
- DeepWalk
- GAE
- VGAE
AI recommended 9 alternatives but never named ChandlerBang/awesome-self-supervised-gnn. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of ChandlerBang/awesome-self-supervised-gnn?passAI did not name ChandlerBang/awesome-self-supervised-gnn — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts ChandlerBang/awesome-self-supervised-gnn in production, what risks or prerequisites should they evaluate first?passAI did not name ChandlerBang/awesome-self-supervised-gnn — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo ChandlerBang/awesome-self-supervised-gnn solve, and who is the primary audience?passAI did not name ChandlerBang/awesome-self-supervised-gnn — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of ChandlerBang/awesome-self-supervised-gnn. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/ChandlerBang/awesome-self-supervised-gnn)<a href="https://repogeo.com/en/r/ChandlerBang/awesome-self-supervised-gnn"><img src="https://repogeo.com/badge/ChandlerBang/awesome-self-supervised-gnn.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
ChandlerBang/awesome-self-supervised-gnn — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite