Lydia Zakynthinou
12 papers · 2018–2025 · 5 conferences · across top CS/AI conferences
Achievements
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🐣 Hot Topic Early Bird 🧭 Keyword Pioneer 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (5) 🏃 Academic Marathon (7)
🐝
Cross-Pollinator
(14)
🗺️
Taxonomy Completionist
(16)
💎
Century Club
(12)
Conferences
COLT (4)
NIPS (4)
ICML (2)
AAAI (1)
ALT (1)
Top co-authors
Research topics
Keywords
differential privacy
(7)
generalization bound
(3)
sample complexity
(3)
conditional mutual information
(2)
vc dimension
(2)
subgaussian distribution
(2)
mean estimation
(2)
robust statistics
(1)
multitask learning
(1)
principal component analysis
(1)
covariance estimation
(1)
computational complexity
(1)
large-margin halfspaces
(1)
attribute-efficient learning
(1)
adversarial robustness
(1)
mahalanobis distance
(1)
pac learning
(1)
uniform convergence
(1)
mutual information
(1)
multi-task learning
(1)
Papers
Empirical Privacy Variance
ICML 2025
Dimension-free Private Mean Estimation for Anisotropic Distributions
NIPS 2024
From Robustness to Privacy and Back
ICML 2023
Multitask Learning via Shared Features: Algorithms and Hardness
COLT 2023
Differentially Private Decomposable Submodular Maximization
AAAI 2021
Covariance-Aware Private Mean Estimation Without Private Covariance Estimation
NIPS 2021
PAC-Bayes, MAC-Bayes and Conditional Mutual Information: Fast rate bounds that handle general VC classes
COLT 2021
Reasoning About Generalization via Conditional Mutual Information
COLT 2020
Private Identity Testing for High-Dimensional Distributions
NIPS 2020
Efficient Private Algorithms for Learning Large-Margin Halfspaces
ALT 2020
Open Problem: Information Complexity of VC Learning
COLT 2020
Improved Algorithms for Collaborative PAC Learning
NIPS 2018