Publications

2025

1. Deep Multi-Task Learning Has Low Amortized Intrinsic Dimensionality

   Hossein Zakerinia ,  Dorsa Ghobadi ,  and  Christoph H. Lampert

   arXiv preprint arXiv:2501.19067, 2025

   Bib PDF

   @article{zakerinia2025deepMTL,
     title = {Deep Multi-Task Learning Has Low Amortized Intrinsic Dimensionality},
     author = {Zakerinia, Hossein and Ghobadi, Dorsa and Lampert, Christoph H.},
     journal = {arXiv preprint arXiv:2501.19067},
     year = {2025},
   }

2024

1. More Flexible PAC-Bayesian Meta-Learning by Learning Learning Algorithms

   Hossein Zakerinia ,  Amin Behjati ,  and  Christoph H. Lampert

   In International Conference on Machine Learning (ICML) , 2024

   Bib PDF

   @inproceedings{zakerinia2024flexible,
     title = {More Flexible PAC-Bayesian Meta-Learning by Learning Learning Algorithms},
     author = {Zakerinia, Hossein and Behjati, Amin and Lampert, Christoph H.},
     booktitle = {International Conference on Machine Learning (ICML)},
     year = {2024},
   }

2. Communication-Efficient Federated Learning With Data and Client Heterogeneity

   Hossein Zakerinia ,  Shayan Talaei ,  Giorgi Nadiradze , and 1 more author

   In International Conference on Artificial Intelligence and Statistics (AISTATS) , 2024

   Bib PDF

   @inproceedings{zakerinia2024quafl,
     title = {Communication-Efficient Federated Learning With Data and Client Heterogeneity},
     author = {Zakerinia, Hossein and Talaei, Shayan and Nadiradze, Giorgi and Alistarh, Dan},
     booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
     year = {2024},
   }

3. PeFLL: Personalized Federated Learning by Learning to Learn

   Jonathan Scott ,  Hossein Zakerinia ,  and  Christoph H. Lampert

   In International Conference on Learning Representations (ICLR) , 2024

   Bib PDF

   @inproceedings{scott2024pefll,
     title = {PeFLL: Personalized Federated Learning by Learning to Learn},
     author = {Scott, Jonathan and Zakerinia, Hossein and Lampert, Christoph H.},
     booktitle = {International Conference on Learning Representations (ICLR)},
     year = {2024},
   }

2021

1. Mg-bert: Multi-graph augmented bert for masked language modeling

   Parishad BehnamGhader ,  Hossein Zakerinia ,  and  Mahdieh Soleymani Baghshah

   In Proceedings of the Fifteenth Workshop on Graph-Based Methods for Natural Language Processing (TextGraphs-15) , 2021

   Bib PDF

   @inproceedings{behnamghader2021mg,
     title = {Mg-bert: Multi-graph augmented bert for masked language modeling},
     author = {BehnamGhader, Parishad and Zakerinia, Hossein and Baghshah, Mahdieh Soleymani},
     booktitle = {Proceedings of the Fifteenth Workshop on Graph-Based Methods for Natural Language Processing (TextGraphs-15)},
     year = {2021},
   }