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sabrinahaniff/README.md

Hi, I'm Sabrina

I’m a CS student at the University of Guelph interested in building AI systems and understanding how they fail, especially in security, privacy, and adversarial settings.


Featured Projects

  • GenAI Privacy Audit: Membership inference attacks on GAN discriminators and differential privacy as a defense.
  • LLM Redteam Lab: Automated LLM red-teaming system for prompt injection and guardrail testing.
  • Federated Poison Simulator: Simulation exploring poisoning attacks against federated learning aggregation.
  • NPM Scanner: CLI vulnerability scanner for package.json using the OSV database.

Study Notes & Resources

I also publish open-source CS notes in Markdown to make technical topics easier for fellow students to learn:

Format: Markdown with LaTeX math · Best viewed in Obsidian or GitHub


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  1. genai-privacy-audit genai-privacy-audit Public

    Exploring how GANs leak private training data through MIA, and whether DP can stop it.

    Python 1

  2. cyber-risk-platform cyber-risk-platform Public

    AI-powered cyber insurance underwriting platform, automated risk scoring and memo generation

    Java 1

  3. federated-poison-sim federated-poison-sim Public

    Research simulation exploring how poisoning attacks corrupt federated learning aggregation

    Python 1

  4. llm-redteam-lab llm-redteam-lab Public

    Automated LLM red-teaming system with 4 AI agents

    JavaScript 1

  5. npm-scanner npm-scanner Public

    CLI tool to scan package.json for known vulnerabilities using the OSV database.

    JavaScript 1