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Postdoc Lampert Group IST Austria Address: Am Campus 1 A-3400 Klosterneuburg Austria E-mail: firstname.lastname@ist.ac.at CV |
About Me
I got my Master in Mathematics from Lomonosov Moscow State University, Russia, and my PhD in Machine Learning from IST Austria, where now I am working as a postdoc. My research interests are machine learning and statistical learning theory. I am particularly interested in transfer learning.
Publications
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Anastasia Pentina, Viktoriia Sharmanska and Christoph H. Lampert
Curriculum Learning of Multiple Tasks
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Boston, 2015
[PDF] [Supplementary] [Bibtex] [Code]
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Anastasia Pentina and Shai Ben-David
Multi-task and Lifelong Learning of Kernels
Algorithmic Learning Theory (ALT), Banff, 2015
There is a mistake in the conference version of the paper: in Theorem 4 on the right hand side there should be N_{(D,2n)} instead of N_{(D,n)}. This results in the additional constant 32 in Theorem 5.
[PDF] [Bibtex]
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Anastasia Pentina and Christoph H. Lampert
Lifelong Learning with Non-i.i.d. Tasks
Conference on Neural Informationn Processing Systems (NIPS), Montreal, 2015
[PDF] [Supplementary] [Bibtex]
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Anastasia Pentina and Ruth Urner
Lifelong Learning with Weighted Majority Votes
Conference on Neural Information Processing Systems (NIPS), Barcelona, 2016
[PDF] [Supplementary] [Bibtex]
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Anastasia Pentina and Christoph H. Lampert
Multi-task Learning with Labeled and Unlabeled Tasks
International Conference on Machine Learning (ICML), Sydney, Australia, 2017
[PDF] [Supplementary] [Bibtex] [Dataset] [Code]