RRepoGEO

REPOGEO REPORT · LITE

LumingSun/ML4DB-paper-list

Default branch master · commit 004ea691 · scanned 6/7/2026, 6:18:39 AM

GitHub: 774 stars · 93 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 LumingSun/ML4DB-paper-list, 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.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify it's a curated paper list, not a search engine

    Why:

    CURRENT
    Paper list for database systems with artificial intelligence (machine learning, deep learning, reinforcement learning)
    COPY-PASTE FIX
    This repository is a **curated, continuously updated collection** of academic papers focusing on the intersection of database systems and artificial intelligence (AI4DB / ML4DB), including machine learning, deep learning, and reinforcement learning applications. It serves as a central resource for researchers and practitioners tracking advancements in autonomous and self-driving databases.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai4db, ml4db, autonomous-database, self-driving-database, database-systems, machine-learning, deep-learning, reinforcement-learning, paper-list, research-papers, academic-papers
  • mediumlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file with the MIT License text.

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.

Recall
0 / 2
0% of queries surface LumingSun/ML4DB-paper-list
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Scholar
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Scholar · recommended 1×
  2. ACM Digital Library · recommended 1×
  3. IEEE Xplore Digital Library · recommended 1×
  4. arXiv · recommended 1×
  5. DBLP Computer Science Bibliography · recommended 1×
  • CATEGORY QUERY
    Where can I find academic papers on machine learning techniques applied to database optimization?
    you: not recommended
    AI recommended (in order):
    1. Google Scholar
    2. ACM Digital Library
    3. IEEE Xplore Digital Library
    4. arXiv
    5. DBLP Computer Science Bibliography
    6. Microsoft Academic
    7. SIGMOD
    8. VLDB
    9. ICDE
    10. NeurIPS
    11. ICML

    AI recommended 11 alternatives but never named LumingSun/ML4DB-paper-list. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What research exists on using AI to build self-tuning or autonomous database systems?
    you: not recommended
    AI recommended (in order):
    1. Neo
    2. Bao
    3. DeepMind's work on database indexing
    4. OtterTune
    5. DBA-as-a-Service
    6. A-Tune
    7. Cerebro
    8. DBTune
    9. Amazon Aurora
    10. Google Spanner
    11. Microsoft Azure SQL Database
    12. Oracle Autonomous Database
    13. IBM Db2 with AI

    AI recommended 13 alternatives but never named LumingSun/ML4DB-paper-list. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

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 LumingSun/ML4DB-paper-list?
    pass
    AI did not name LumingSun/ML4DB-paper-list — 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 LumingSun/ML4DB-paper-list in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LumingSun/ML4DB-paper-list 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 LumingSun/ML4DB-paper-list solve, and who is the primary audience?
    pass
    AI did not name LumingSun/ML4DB-paper-list — 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?

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LumingSun/ML4DB-paper-list — RepoGEO report