Jonathan Scott

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

Improved Modelling of Federated Datasets using Mixtures-of-Dirichlet-Multinomials

Jonathan Scott , and Áine Cahill

2024

Bib PDF

@misc{scott2024improved,
  title = {Improved Modelling of Federated Datasets using Mixtures-of-Dirichlet-Multinomials},
  author = {Scott, Jonathan and Cahill, Áine},
  year = {2024},
  eprint = {2406.02416},
  archiveprefix = {arXiv},
}

PeFLL: Personalized Federated Learning by Learning to Learn

Jonathan Scott , Hossein Zakerinia , and Christoph H Lampert

In The Twelfth International Conference on Learning Representations , 2024

Bib PDF

@inproceedings{scott2024pefll,
  title = {Pe{FLL}: Personalized Federated Learning by Learning to Learn},
  author = {Scott, Jonathan and Zakerinia, Hossein and Lampert, Christoph H},
  booktitle = {The Twelfth International Conference on Learning Representations},
  year = {2024},
  url = {https://arxiv.org/pdf/2306.05515.pdf},
}

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

Bib PDF

@article{scott2023crossclient,
  title = {Cross-client Label Propagation for Transductive and Semi-Supervised Federated Learning},
  author = {Scott, Jonathan and Yeo, Michelle and Lampert, Christoph H},
  journal = {Transactions on Machine Learning Research},
  issn = {2835-8856},
  year = {2023},
  url = {https://openreview.net/forum?id=gY04GX8R5k},
}