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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

Lower Bounds for Differential Privacy Under Continual Observation and Online Threshold Queries COLT 2024
Differentially Private Reinforcement Learning with Self-Play NIPS 2024
Seeing the Forest through the Trees: Data Leakage from Partial Transformer Gradients EMNLP 2024
FLIP: A Utility Preserving Privacy Mechanism for Time Series JMLR 2023
Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels JMLR 2023
Near-Optimal Differentially Private Reinforcement Learning AISTATS 2023
A Unified Solution for Privacy and Communication Efficiency in Vertical Federated Learning NIPS 2023
Differential Privacy enabled Dementia Classification: An Exploration of the Privacy-Accuracy Trade-off in Speech Signal Data INTERSPEECH 2023
Optimal and Private Learning from Human Response Data AISTATS 2023
Privacy-Preserving Natural Language Processing EACL 2023
Differentially Private Hypothesis Testing for Linear Regression JMLR 2023
The Test of Tests: A Framework for Differentially Private Hypothesis Testing ICML 2023
Adaptive False Discovery Rate Control with Privacy Guarantee JMLR 2023
Algorithmically Effective Differentially Private Synthetic Data COLT 2023
Privacy-Aware Rejection Sampling JMLR 2023
Differentially Private Synthetic Control AISTATS 2023
Driving Context into Text-to-Text Privatization ACL 2023
Generating Private Synthetic Data with Genetic Algorithms ICML 2023
Crowdsourcing on Sensitive Data with Privacy-Preserving Text Rewriting ACL 2023
Bounding training data reconstruction in DP-SGD NIPS 2023
Differentially Private Optimization on Large Model at Small Cost ICML 2023
FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning CVPR 2023
One-Shot Federated Conformal Prediction ICML 2023
Bayesian Estimation of Differential Privacy ICML 2023
Tight Data Access Bounds for Private Top-$k$ Selection ICML 2023