Curriculum learning of multiple tasks A Pentina, V Sharmanska, CH Lampert Proceedings of the IEEE conference on computer vision and pattern …, 2015 | 288 | 2015 |
A PAC-Bayesian Bound for Lifelong Learning A Pentina, CH Lampert International Conference on Machine Learning (ICML), 2014 | 226 | 2014 |
Lifelong learning with non-iid tasks A Pentina, CH Lampert Advances in Neural Information Processing Systems 28, 2015 | 98 | 2015 |
Multi-Task Learning with Labeled and Unlabeled Tasks A Pentina, CH Lampert International Conference on Machine Learning (ICML) 1050, 1, 2017 | 47 | 2017 |
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 64 (7), 2331-2344, 2023 | 42 | 2023 |
Lifelong learning with weighted majority votes A Pentina, R Urner Advances in Neural Information Processing Systems 29, 2016 | 41 | 2016 |
Multi-task and lifelong learning of kernels A Pentina, S Ben-David Algorithmic Learning Theory: 26th International Conference, ALT 2015, Banff …, 2015 | 37 | 2015 |
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 | 10 | 2023 |
Multi-task Kernel Learning Based on Probabilistic Lipschitzness A Pentina, S Ben-David Algorithmic Learning Theory, 682-701, 2018 | 5 | 2018 |
Multi-task proteochemometric modelling A Pentina, DA Clevert | 4 | 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 | 2 | 2016 |
Disagreement-based Active Learning for Robustness Against Subpopulation Shifts YJ Ng, V Sharmanska, T Kehrenberg, A Pentina, N Quadrianto University of Sussex, 0 | | |