Curriculum learning of multiple tasks A Pentina, V Sharmanska, CH Lampert Proceedings of the IEEE conference on computer vision and pattern …, 2015 | 266 | 2015 |
A PAC-Bayesian Bound for Lifelong Learning A Pentina, CH Lampert International Conference on Machine Learning (ICML), 2014 | 203 | 2014 |
Lifelong learning with non-iid tasks A Pentina, CH Lampert Advances in Neural Information Processing Systems 28, 2015 | 87 | 2015 |
Multi-Task Learning with Labeled and Unlabeled Tasks A Pentina, CH Lampert International Conference on Machine Learning (ICML) 1050, 1, 2017 | 45 | 2017 |
Lifelong learning with weighted majority votes A Pentina, R Urner Advances in Neural Information Processing Systems 29, 2016 | 34 | 2016 |
Multi-task and lifelong learning of kernels A Pentina, S Ben-David Algorithmic Learning Theory: 26th International Conference, ALT 2015, Banff …, 2015 | 33 | 2015 |
MELLODDY: Cross-pharma Federated Learning at Unprecedented Scale Unlocks Benefits in QSAR without Compromising Proprietary Information W Heyndrickx, L Mervin, T Morawietz, N Sturm, L Friedrich, A Zalewski, ... Journal of chemical information and modeling, 2023 | 11 | 2023 |
Conformal efficiency as a metric for comparative model assessment befitting federated learning W Heyndrickx, A Arany, J Simm, A Pentina, N Sturm, L Humbeck, L Mervin, ... Artificial Intelligence in the Life Sciences 3, 100070, 2023 | 4 | 2023 |
Multi-task Kernel Learning Based on Probabilistic Lipschitzness A Pentina, S Ben-David Algorithmic Learning Theory, 682-701, 2018 | 4 | 2018 |
Multi-task proteochemometric modelling A Pentina, DA Clevert | 3 | 2022 |
Multi-source domain adaptation with guarantees A Pentina, ETH SDSC, CH Lampert NeurIPS 2019 Workshop on Machine Learning with Guarantees, 2019 | 2 | 2019 |
Theoretical foundations of multi-task lifelong learning A Pentina | 1 | 2016 |