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Lydia Zakynthinou
Lydia Zakynthinou
Postdoctoral Researcher, UC Berkeley
Adresse e-mail validée de northeastern.edu - Page d'accueil
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Année
Reasoning about generalization via conditional mutual information
T Steinke, L Zakynthinou
Conference on Learning Theory, 3437-3452, 2020
1822020
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
712021
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
482020
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
402021
Improved algorithms for collaborative PAC learning
H Nguyen, L Zakynthinou
Advances in Neural Information Processing Systems 31, 7631-7639, 2018
352018
From robustness to privacy and back
H Asi, J Ullman, L Zakynthinou
International Conference on Machine Learning, 1121-1146, 2023
302023
Efficient Private Algorithms for Learning Large-Margin Halfspaces
HL Nguyen, J Ullman, L Zakynthinou
Proceedings of Machine Learning Research 117, 2020
21*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
192021
Online Facility Location in Evolving Metrics
D Fotakis, L Kavouras, L Zakynthinou
Algorithms 14 (3), 73, 2021
102021
Open Problem: Information Complexity of VC Learning
T Steinke, L Zakynthinou
Conference on Learning Theory, 3857-3863, 2020
82020
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
22023
Dimension-free Private Mean Estimation for Anisotropic Distributions
Y Dagan, MI Jordan, X Yang, L Zakynthinou, N Zhivotovskiy
arXiv preprint arXiv:2411.00775, 2024
12024
Algorithms and Frameworks for Preventing Privacy Leakage and Overfitting in Machine Learning
L Zakynthinou
Northeastern University, 2023
2023
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