A list of my publications on machine learning and cyber security.


  1. arxiv
    Differentially-Private Decision Trees with Probabilistic Robustness to Data Poisoning
    Daniël VosJelle Vos, Tianyu Li, and 2 more authors
    arXiv preprint arXiv:2305.15394 2023
  2. IJCAI
    Optimal Decision Tree Policies for Markov Decision Processes
    Daniël Vos, and Sicco Verwer
    International Joint Conference on Artificial Intelligence 2023
  3. The First AI4TSP Competition: Learning to Solve Stochastic Routing Problems
    Laurens Bliek, Paulo Costa, Reza Refaei Afshar, and 8 more authors
    Artificial Intelligence 2023


  1. Sok: Explainable machine learning for computer security applications
    Azqa Nadeem, Daniël Vos, Clinton Cao, and 4 more authors
    European Symposium on Security and Privacy 2022
  2. Adversarially Robust Decision Tree Relabeling
    Daniël Vos, and Sicco Verwer
    European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2022
  3. Robust optimal classification trees against adversarial examples
    Daniël Vos, and Sicco Verwer
    AAAI Conference on Artificial Intelligence 2022
  4. Efficient Circuits for Permuting and Mapping Packed Values Across Leveled Homomorphic Ciphertexts
    Jelle VosDaniël Vos, and Zekeriya Erkin
    European Symposium on Research in Computer Security 2022


  1. Efficient training of robust decision trees against adversarial examples
    Daniël Vos, and Sicco Verwer
    International Conference on Machine Learning 2021