Jonathan Scott

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I’m a Machine Learning PhD student at Institute of Science and Technology Austria (ISTA).

I work on Federated Learning under the supervision of Professor Christoph Lampert.

CV, Google Scholar, Github.

Publications

  1. Federated Learning with Unlabeled Clients: Personalization Can Happen in Low Dimensions
    Hossein Zakerenia ,  Jonathan Scott ,  and  Christoph H Lampert
    2025
  2. Differentially Private Federated k-Means Clustering with Server-Side Data
    Jonathan Scott ,  Christoph H Lampert ,  and  David Saulpic
    In Forty-second International Conference on Machine Learning, ICML , 2025
  3. Improved Modelling of Federated Datasets using Mixtures-of-Dirichlet-Multinomials
    Jonathan Scott ,  and  Áine Cahill
    In Forty-first International Conference on Machine Learning, ICML , 2024
  4. PeFLL: Personalized Federated Learning by Learning to Learn
    Jonathan Scott ,  Hossein Zakerinia ,  and  Christoph H Lampert
    In The Twelfth International Conference on Learning Representations, ICLR , 2024
  5. Cross-client Label Propagation for Transductive and Semi-Supervised Federated Learning
    Jonathan Scott ,  Michelle Yeo ,  and  Christoph H Lampert
    Transactions on Machine Learning Research, 2023