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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

SASH: Efficient secure aggregation based on SHPRG for federated learning UAI 2022
How unfair is private learning? UAI 2022
Differentially private multi-party data release for linear regression UAI 2022
Differentially private SGDA for minimax problems UAI 2022
Private and polynomial time algorithms for learning Gaussians and beyond COLT 2022
(Nearly) Optimal Private Linear Regression for Sub-Gaussian Data via Adaptive Clipping COLT 2022
Differential privacy and robust statistics in high dimensions COLT 2022
Private High-Dimensional Hypothesis Testing COLT 2022
Better Private Algorithms for Correlation Clustering COLT 2022
Open Problem: Do you pay for Privacy in Online learning? COLT 2022
Private Matrix Approximation and Geometry of Unitary Orbits COLT 2022
Open Problem: Better Differentially Private Learning Algorithms with Margin Guarantees COLT 2022
Flexible Accuracy for Differential Privacy AISTATS 2022
Sample-and-threshold differential privacy: Histograms and applications AISTATS 2022
Privacy Amplification by Subsampling in Time Domain AISTATS 2022
Differentially Private Histograms under Continual Observation: Streaming Selection into the Unknown AISTATS 2022
Private Sequential Hypothesis Testing for Statisticians: Privacy, Error Rates, and Sample Size AISTATS 2022
Differential Privacy in Natural Language Processing: The Story So Far NAACL 2022
The Impact of Differential Privacy on Group Disparity Mitigation NAACL 2022
Private Semi-Supervised Federated Learning IJCAI 2022
Bridging Differential Privacy and Byzantine-Robustness via Model Aggregation IJCAI 2022
Subspace Differential Privacy AAAI 2022
Local Differential Privacy for Belief Functions AAAI 2022
DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy AAAI 2022
Differentially Private Regret Minimization in Episodic Markov Decision Processes AAAI 2022