REPOGEO REPORT · LITE
wzhe06/Reco-papers
Default branch master · commit 2c617a16 · scanned 5/9/2026, 3:17:44 PM
GitHub: 3,543 stars · 815 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 wzhe06/Reco-papers, 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.
- highabout#1Clarify GitHub description to emphasize "curated collection"
Why:
CURRENTClassic papers and resources on recommendation
COPY-PASTE FIXA curated collection of classic and modern research papers and learning resources on recommendation systems.
- mediumtopics#2Add more specific topics related to paper collections
Why:
CURRENTdeep-learning, exploration-exploitation, machine-learning, recommendation, recommender-system, reinforcement-learning
COPY-PASTE FIXdeep-learning, exploration-exploitation, machine-learning, recommendation, recommender-system, reinforcement-learning, paper-collection, research-papers, academic-resources
- lowreadme#3Add a concise English introductory sentence to the README
Why:
COPY-PASTE FIXThis repository serves as a dynamically updated, curated collection of classic and modern research papers, learning materials, and industry insights related to recommendation systems.
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.
- ACM RecSys Proceedings · recommended 1×
- ACM Digital Library · recommended 1×
- arXiv.org · recommended 1×
- Google Scholar · recommended 1×
- Foundations and Trends® in Machine Learning · recommended 1×
- CATEGORY QUERYWhere can I find academic papers and learning materials on modern recommender systems?you: not recommendedAI recommended (in order):
- ACM RecSys Proceedings
- ACM Digital Library
- arXiv.org
- Google Scholar
- Foundations and Trends® in Machine Learning
- Coursera
- edX
- Recommender Systems Specialization
- Recommender Systems: The Textbook
- Deep Learning for Recommender Systems
AI recommended 10 alternatives but never named wzhe06/Reco-papers. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are essential deep learning research papers for building personalized recommendation engines?you: not recommendedAI recommended (in order):
- Neural Collaborative Filtering (NCF)
- Deep Learning for Recommender Systems: A Survey of the State-of-the-Art
- Wide & Deep Learning for Recommender Systems
- Attention-based Deep Learning for Recommendation Systems: A Survey
- Sequential Recommendation with Recurrent Neural Networks
- Variational Autoencoders for Collaborative Filtering
- Graph Convolutional Neural Networks for Recommendation Systems: A Survey
AI recommended 7 alternatives but never named wzhe06/Reco-papers. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- 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 wzhe06/Reco-papers?passAI named wzhe06/Reco-papers explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts wzhe06/Reco-papers in production, what risks or prerequisites should they evaluate first?passAI named wzhe06/Reco-papers explicitly
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 wzhe06/Reco-papers solve, and who is the primary audience?passAI did not name wzhe06/Reco-papers — 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 wzhe06/Reco-papers. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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wzhe06/Reco-papers — 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