Hossein Zakerinia
Vienna, Austria
Hello! I am a Ph.D. student in Computer Science at Institute of Science and Technology Austria (ISTA), under the supervision of Prof. Christoph Lampert. Prior to ISTA, I received my B.Sc. in Computer Engineering at Sharif University of Technology.
I am interested in the theory and applications of machine learning. My research focuses on exploring learning paradigms beyond the conventional single-task i.i.d. data framework, including:
- Meta-Learning
- Lifelong Learning
- Continual Learning
I employ techniques derived from statistical learning theory, with a particular emphasis on PAC-Bayes, as well as online learning and optimization methods in my research.
news
| Jan 2025 | A new preprint Deep Multi-Task Learning Has Low Amortized Intrinsic Dimensionality is on Arxiv. |
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| May 2024 | More Flexible PAC-Bayesian Meta-Learning by Learning Learning Algorithms got accepted to ICML 2024. |
| Jan 2024 | Communication-Efficient Federated Learning With Data and Client Heterogeneity got accepted to AISTATS 2024. |
| Jan 2024 | PeFLL: Personalized Federated Learning by Learning to Learn got accepted to ICLR 2024. |