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queelius/README.md

Hi, I'm Alex Towell

AI Safety Researcher | PhD Student | Open Source Developer

I'm a Computer Science PhD student at Southern Illinois University researching AI safety, alignment, and adversarial robustness. I combine rigorous empirical methodology with theoretical foundations to build reliable ML systems. As a cancer survivor, I bring resilience and determination to complex challenges.

Research Interests

  • AI Safety & Alignment - Scalable oversight, evaluation frameworks, adversarial robustness
  • Mechanistic Interpretability - Understanding internal representations in neural networks
  • Machine Learning Security - Adversarial attacks, defense mechanisms, reliable ML systems
  • Statistical Methodology - Probabilistic models, reliability estimation, rigorous evaluation
  • Cryptography - Encrypted search, privacy-preserving algorithms, secure computation

Education

Degree Institution Year Notes
PhD Computer Science SIU 2024-Present AI Safety & Alignment
MS Mathematics & Statistics SIUE 2023
MS Computer Science SIUE 2015 Outstanding Graduate Student
BS Computer Science SIUE 2010 Outstanding Junior

Tech Stack

Languages: Python, C/C++, R, Rust, TypeScript, Julia, LaTeX

AI/ML: PyTorch, HuggingFace, CUDA, scikit-learn, NumPy, Pandas

Systems: Linux, Docker, Git, PostgreSQL, Elasticsearch, Redis

Publications

  • 2025 - Cognitive MRI of AI Conversations (Complex Networks)
  • 2025 - Preventing Ransomware Damages using In-Operation Off-Site Backup (ICCI)
  • 2023 - Reliability Estimation in Series Systems (Master's Project, SIUE)
  • 2016 - Estimating Confidentiality of Encrypted Searches (IEEE CloudCom)
  • 2015 - Encrypted Search: Enabling Standard IR Techniques (Master's Thesis)

Connect

Website Email LinkedIn Google Scholar ORCID

Pinned Loading

  1. elasticsearch-lm elasticsearch-lm Public

    ElasticSearch Query Fine-Tuning Training Data for Large Language Models

    Python 37 3

  2. AlgoTree AlgoTree Public

    AlgoTree

    Python 16 1

  3. jaf jaf Public

    Python