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differential privacy

1010 papers

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Also known as

DPDL DP-SGD DP DPSGD MDP LDP

Co-occurring keywords

federated learning (1320) stochastic gradient descent (1088) sample complexity (1158) privacy preservation (376) privacy-preserving learning (115) regret bound (1918) privacy-preserving machine learning (99) large language model (12755) exponential mechanism (30) online learning (1770)

Papers

Differentially Private Generalized Linear Models Revisited NIPS 2022
New Lower Bounds for Private Estimation and a Generalized Fingerprinting Lemma NIPS 2022
Shape And Structure Preserving Differential Privacy NIPS 2022
In Differential Privacy, There is Truth: on Vote-Histogram Leakage in Ensemble Private Learning NIPS 2022
Mean Estimation with User-level Privacy under Data Heterogeneity NIPS 2022
DP-PCA: Statistically Optimal and Differentially Private PCA NIPS 2022
A Differentially Private Linear-Time fPTAS for the Minimum Enclosing Ball Problem NIPS 2022
When Privacy Meets Partial Information: A Refined Analysis of Differentially Private Bandits NIPS 2022
Differentially Private Online-to-batch for Smooth Losses NIPS 2022
Log-Concave and Multivariate Canonical Noise Distributions for Differential Privacy NIPS 2022
Bring Your Own Algorithm for Optimal Differentially Private Stochastic Minimax Optimization NIPS 2022
Re-Analyze Gauss: Bounds for Private Matrix Approximation via Dyson Brownian Motion NIPS 2022
Private Set Generation with Discriminative Information NIPS 2022
Muffliato: Peer-to-Peer Privacy Amplification for Decentralized Optimization and Averaging NIPS 2022
Recovering Private Text in Federated Learning of Language Models NIPS 2022
When Does Differentially Private Learning Not Suffer in High Dimensions? NIPS 2022
Differentially Private Model Compression NIPS 2022
Improved Utility Analysis of Private CountSketch NIPS 2022
SplitFed: When Federated Learning Meets Split Learning AAAI 2022
Sentence-level Privacy for Document Embeddings ACL 2022
Differentially Private Federated Learning With Local Regularization and Sparsification CVPR 2022
Differentially Private Language Models for Secure Data Sharing EMNLP 2022
Brownian Noise Reduction: Maximizing Privacy Subject to Accuracy Constraints NIPS 2022
Homomorphic Matrix Completion NIPS 2022
Order-Invariant Cardinality Estimators Are Differentially Private NIPS 2022