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REPOGEO REPORT · LITE

ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL

Default branch master · commit a3dabfee · scanned 5/18/2026, 7:43:05 AM

GitHub: 2,249 stars · 675 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 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 ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL, 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
  • highabout#1
    Update the repository description to clearly state its purpose

    Why:

    CURRENT
    无线与深度学习结合的论文代码整理/Paper-with-Code-of-Wireless-communication-Based-on-DL
    COPY-PASTE FIX
    A curated list of research papers with open-source code, focusing on deep learning applications in wireless communication. 无线与深度学习结合的论文代码整理.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, choosing a standard open-source license (e.g., MIT, Apache-2.0, or CC0 for the data/list itself) to clarify usage rights for the collection.
  • mediumreadme#3
    Add a clear English opening sentence to the README

    Why:

    CURRENT
    For English reader,please refer to English Version.
    COPY-PASTE FIX
    This repository is a curated list of research papers with open-source code, specifically focusing on deep learning applications in wireless communication. For English readers, please refer to the English Version below.

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 ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Gym
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Gym · recommended 2×
  2. gym-wireless · recommended 2×
  3. GNU Radio · recommended 2×
  4. TensorFlow · recommended 2×
  5. PyTorch · recommended 2×
  • CATEGORY QUERY
    Where can I find open-source code for deep learning applications in wireless communication?
    you: not recommended
    AI recommended (in order):
    1. GitHub
    2. OpenAI Gym
    3. gym-wireless
    4. DeepMIMO
    5. USRP
    6. HackRF
    7. arXiv.org
    8. IEEE Xplore
    9. ACM Digital Library
    10. Wireless@Virginia Tech
    11. Stanford University
    12. MIT
    13. University of Oulu
    14. Technical University of Munich
    15. Imperial College London
    16. Kaggle
    17. GNU Radio
    18. TensorFlow
    19. PyTorch

    AI recommended 19 alternatives but never named ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources provide code examples for machine learning in physical layer communication systems?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. gym-wireless
    3. gym-fso
    4. TensorFlow
    5. Keras
    6. PyTorch
    7. GNU Radio
    8. MATLAB Deep Learning Toolbox
    9. MATLAB Communications Toolbox
    10. CommPy

    AI recommended 10 alternatives but never named ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL?
    pass
    AI did not name ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL — 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 ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL 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 ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL solve, and who is the primary audience?
    pass
    AI did not name ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL — 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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ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL — 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