REPOGEO REPORT · LITE
THUYimingLi/backdoor-learning-resources
Default branch master · commit 03f6323a · scanned 5/14/2026, 10:37:50 PM
GitHub: 1,166 stars · 173 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 THUYimingLi/backdoor-learning-resources, 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#1Strengthen README's opening to emphasize its value as a curated resource list
Why:
CURRENT# Backdoor Learning Resources This Github repository summarizes a list of **Backdoor Learning** resources.
COPY-PASTE FIX# Backdoor Learning Resources This repository is a **curated and continuously updated collection** of essential resources for **Backdoor Learning**, including papers, code, and datasets. It serves as a comprehensive starting point for researchers and practitioners, saving time compared to searching disparate sources.
- mediumhomepage#2Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX[URL of the survey paper mentioned in the README, e.g., https://arxiv.org/abs/XXXX.XXXXX]
- lowtopics#3Add synonyms for 'backdoor' to the repository topics
Why:
CURRENTai-security, backdoor-attacks, backdoor-defense, backdoor-learning, deep-learning, machine-learning
COPY-PASTE FIXai-security, backdoor-attacks, backdoor-defense, backdoor-learning, deep-learning, machine-learning, neural-trojan, trojan-attacks
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.
- Neural Cleanse · recommended 1×
- STRIP · recommended 1×
- Fine-Pruning · recommended 1×
- Activation Clustering · recommended 1×
- arXiv.org · recommended 1×
- CATEGORY QUERYHow can I find comprehensive resources on mitigating backdoor attacks in deep learning models?you: not recommendedAI recommended (in order):
- Neural Cleanse
- STRIP
- Fine-Pruning
- Activation Clustering
AI recommended 4 alternatives but never named THUYimingLi/backdoor-learning-resources. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhere can I find academic papers and surveys on neural trojan detection and defense mechanisms?you: not recommendedAI recommended (in order):
- arXiv.org
- Google Scholar
- ACM Digital Library
- IEEE Xplore Digital Library
- Semantic Scholar
- OpenReview.net
- ResearchGate
AI recommended 7 alternatives but never named THUYimingLi/backdoor-learning-resources. 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 THUYimingLi/backdoor-learning-resources?passAI did not name THUYimingLi/backdoor-learning-resources — 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 THUYimingLi/backdoor-learning-resources in production, what risks or prerequisites should they evaluate first?passAI named THUYimingLi/backdoor-learning-resources 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 THUYimingLi/backdoor-learning-resources solve, and who is the primary audience?passAI did not name THUYimingLi/backdoor-learning-resources — 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 THUYimingLi/backdoor-learning-resources. 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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THUYimingLi/backdoor-learning-resources — 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