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REPOGEO REPORT · LITE

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

Default branch master · commit a3dabfee · scanned 6/29/2026, 1:43:11 PM

GitHub: 2,255 stars · 679 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
  • highreadme#1
    Clarify repo's nature as a curated list in the README's opening

    Why:

    COPY-PASTE FIX
    This repository is a **curated collection of research papers with open-source code**, specifically focusing on the application of deep learning in wireless communication. It aims to provide a centralized, reproducible resource for researchers and students in this field.
  • highlicense#2
    Add a standard open-source LICENSE file

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root directory of the repository, choosing a standard open-source license such as MIT, Apache-2.0, or GPL-3.0.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to `https://github.com/ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL`.

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
TensorFlow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow · recommended 2×
  2. PyTorch · recommended 2×
  3. GitHub · recommended 1×
  4. OpenAirInterface (OAI) · recommended 1×
  5. DeepSense · recommended 1×
  • CATEGORY QUERY
    Where can I find open-source deep learning implementations for wireless communication systems?
    you: not recommended
    AI recommended (in order):
    1. GitHub
    2. OpenAirInterface (OAI)
    3. DeepSense
    4. Awesome-Wireless-Deep-Learning
    5. TensorFlow
    6. Keras
    7. PyTorch
    8. MATLAB File Exchange

    AI recommended 8 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 are good resources for applying machine learning to optimize MIMO communication channels?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. edX
    3. TensorFlow
    4. PyTorch
    5. USRP
    6. LimeSDR

    AI recommended 6 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?

Embed your GEO score

Drop this badge into the README of ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL. 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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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