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mtuann/README.md

Tuan Nguyen (Vietnam) 🇻🇳

🎓 About Me

I am currently a fourth-year Ph.D. student (2023–present) in a joint Ph.D. program between VinUniversity and the University of Illinois Urbana-Champaign (UIUC). I work at the Security and Artificial Intelligence Lab (SAIL) and the VinUni-Illinois Smart Health Center (VISHC), co-advised by Prof. Kok-Seng Wong and Prof. Khoa D. Doan.

I am also pursuing a Master's degree in Computer Science at UIUC, since Fall 2025, under the supervision of Prof. Fan Lai, with a research focus on Efficient Machine Learning, especially in Multi-Agent Systems, Large Language Models (LLMs), and Retrieval-Augmented Generation (RAG).

🔬 Research Focus

My research focuses on Trustworthy Machine Learning and Efficient ML Systems, specializing in:

Federated Learning & Security

  • Backdoor Attacks & Defenses in federated learning

Efficient Machine Learning

  • Retrieval-Augmented Generation (RAG) and LLM Compression
  • Multi-Agent Systems and Large Language Models (LLMs)
  • Distributed ML System Optimization

🌐 Research Resources

  • Research Papers App: Interactive platform for discovering and filtering research papers from IEEE Xplore, ACM, ScienceDirect, Springer, OpenReview, arXiv, DBLP, and Google Scholar

📊 GitHub Statistics

Tuan's GitHub stats

🤝 Collaboration & Contact

I'm actively seeking collaborations in federated learning, machine learning security, efficient ML systems, and retrieval-augmented generation!

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  1. fedlearn-backdoor-attacks fedlearn-backdoor-attacks Public

    Fast integration of backdoor attacks in federated learning with updated attacks and defenses.

    Python 66 5

  2. backdoor-ai-resources backdoor-ai-resources Public

    Backdoor Stuff in AI/ ML domain

    39 2

  3. federated-learning-updated-papers federated-learning-updated-papers Public

    Papers related to Federated Learning in all top venues

    82 17

  4. sail-research/iba sail-research/iba Public

    IBA: Towards Irreversible Backdoor Attacks in Federated Learning (Poster at NeurIPS 2023)

    Python 41 5

  5. llm-updated-papers llm-updated-papers Public

    Papers related to Large Language Models in all top venues

    14 4

  6. competitive-programming-101 competitive-programming-101 Public

    Competitive Programming Training

    C++ 17 1