REPOGEO REPORT · LITE
THUYimingLi/backdoor-learning-resources
Default branch master · commit 03f6323a · scanned 6/25/2026, 12:43:08 PM
GitHub: 1,177 stars · 173 forks
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.
3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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#1Reposition README to emphasize its role as a curated 'awesome list' resource
Why:
CURRENTThis Github repository summarizes a list of **Backdoor Learning** resources. For more details and the categorization criteria, please refer to our survey.
COPY-PASTE FIXThis repository is a **curated, comprehensive list of Backdoor Learning resources**, functioning as an 'awesome list' and survey for the field. For more details and categorization criteria, please refer to our survey.
- mediumhomepage#2Add a homepage URL to the repository settings
Why:
COPY-PASTE FIXhttps://github.com/THUYimingLi/backdoor-learning-resources
- mediumtopics#3Add 'awesome-list' and 'survey' to 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, awesome-list, survey
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.
- Awesome-Backdoor-Attacks · recommended 1×
- MITRE ATLAS · recommended 1×
- Google AI Blog · recommended 1×
- Microsoft Research Blog · recommended 1×
- NeurIPS · recommended 1×
- CATEGORY QUERYWhere can I find comprehensive resources on machine learning backdoor attacks and defenses?you: not recommendedAI recommended (in order):
- Awesome-Backdoor-Attacks
- MITRE ATLAS
- Google AI Blog
- Microsoft Research Blog
- NeurIPS
- ICML
- ICLR
- USENIX Security
- CCS
- S&P
AI recommended 10 alternatives but never named THUYimingLi/backdoor-learning-resources. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are the best practices for securing deep learning models against neural trojan attacks?you: not recommendedAI recommended (in order):
- Scikit-learn
- TensorFlow
- PyTorch
- Adversarial Robustness Toolbox (ART)
- Foolbox
- TensorFlow Privacy
- PyTorch Opacus
- GitHub
- DeepInspect
- TensorFlow Model Optimization Toolkit
- TrojanZoo
- OpenAttack
- Hugging Face
- TensorFlow Hub
- GitHub Enterprise
- GitLab
AI recommended 16 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
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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