Reasoning about generalization via conditional mutual information T Steinke, L Zakynthinou Conference on Learning Theory, 3437-3452, 2020 | 165 | 2020 |
Covariance-aware private mean estimation without private covariance estimation G Brown, M Gaboardi, A Smith, J Ullman, L Zakynthinou Advances in Neural Information Processing Systems 34, 7950-7964, 2021 | 53 | 2021 |
Private identity testing for high-dimensional distributions CL Canonne, G Kamath, A McMillan, J Ullman, L Zakynthinou Advances in Neural Information Processing Systems 33, 10099-10111, 2020 | 41 | 2020 |
PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes P Grunwald, T Steinke, L Zakynthinou Conference on Learning Theory, 2217-2247, 2021 | 34 | 2021 |
Improved algorithms for collaborative PAC learning H Nguyen, L Zakynthinou Advances in Neural Information Processing Systems 31, 7631-7639, 2018 | 31 | 2018 |
From robustness to privacy and back H Asi, J Ullman, L Zakynthinou International Conference on Machine Learning, 1121-1146, 2023 | 20 | 2023 |
Efficient Private Algorithms for Learning Large-Margin Halfspaces HL Nguyen, J Ullman, L Zakynthinou Proceedings of Machine Learning Research 117, 2020 | 19* | 2020 |
Differentially private decomposable submodular maximization A Chaturvedi, H Lê Nguyễn, L Zakynthinou Proceedings of the AAAI Conference on Artificial Intelligence 35 (8), 6984-6992, 2021 | 18 | 2021 |
Online Facility Location in Evolving Metrics D Fotakis, L Kavouras, L Zakynthinou Algorithms 14 (3), 73, 2021 | 8 | 2021 |
Open Problem: Information Complexity of VC Learning T Steinke, L Zakynthinou Conference on Learning Theory, 3857-3863, 2020 | 8 | 2020 |
Multitask Learning via Shared Features: Algorithms and Hardness K Bairaktari, G Blanc, LY Tan, J Ullman, L Zakynthinou The Thirty Sixth Annual Conference on Learning Theory, 747-772, 2023 | 1 | 2023 |
Algorithms and Frameworks for Preventing Privacy Leakage and Overfitting in Machine Learning L Zakynthinou Northeastern University, 2023 | | 2023 |