Publications & preprints

@misc{alrawajfeh2026privtab,
  title = {Efficient Provably Private Classification with a Tabular Foundation Model},
  author = {Alrawajfeh, Talal and Diaconu, Cristiana and Räisä, Ossi and Rodriguez Beltran, Sebastian and He, Yuan and Bronskill, John and Turner, Richard E. and Honkela, Antti},
  year = {2026},
  eprint = {2610.10068},
  archivePrefix = {arXiv},
  primaryClass = {cs.LG},
  url = {https://arxiv.org/abs/2610.10068}
}

@article{tobaben2026privacy,
  title = {Privacy Leakage via Output Label Space and Differentially Private Continual Learning},
  author = {Tobaben, Marlon and Alrawajfeh, Talal and Klasson, Marcus and Heikkilä, Mikko A. and Solin, Arno and Honkela, Antti},
  journal = {Transactions on Machine Learning Research},
  year = {2026},
  url = {https://openreview.net/forum?id=ejnVWfknCm}
}

@InProceedings{pmlr-v258-alrawajfeh25a,
  title = {Noise-Aware Differentially Private Variational Inference},
  author = {Alrawajfeh, Talal and Jälkö, Joonas and Honkela, Antti},
  booktitle = {Proceedings of the 28th International Conference on Artificial Intelligence and Statistics},
  pages = {4987--4995},
  year = {2025},
  volume = {258},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
  url = {https://proceedings.mlr.press/v258/alrawajfeh25a.html}
}