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

On the Privacy Properties of GAN-generated Samples AISTATS 2021

When differential privacy meets NLP: The devil is in the detail EMNLP 2021

Differentially Private Link Prediction with Protected Connections AAAI 2021

CAPE: Context-Aware Private Embeddings for Private Language Learning EMNLP 2021

Evading the Curse of Dimensionality in Unconstrained Private GLMs AISTATS 2021

Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates ICML 2021

Differentially Private Densest Subgraph Detection ICML 2021

Oneshot Differentially Private Top-k Selection ICML 2021

Private optimization without constraint violations AISTATS 2021

Matrix Sketching for Secure Collaborative Machine Learning ICML 2021

PATE-AAE: Incorporating Adversarial Autoencoder into Private Aggregation of Teacher Ensembles for Spoken Command Classification INTERSPEECH 2021

Private Release of Text Embedding Vectors NAACL 2021

Tempered Sigmoid Activations for Deep Learning with Differential Privacy AAAI 2021

Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach AAAI 2021

Differentially Private Correlation Clustering ICML 2021

Label-Only Membership Inference Attacks ICML 2021

Differentially Private Decomposable Submodular Maximization AAAI 2021

Differentially-Private Clustering of Easy Instances ICML 2021

Revenue-Incentive Tradeoffs in Dynamic Reserve Pricing ICML 2021

Shuffled Model of Differential Privacy in Federated Learning AISTATS 2021

Bias and Variance of Post-processing in Differential Privacy AAAI 2021

Local Differential Privacy for Bayesian Optimization AAAI 2021

Differentially Private Quantiles ICML 2021

Locally Private k-Means in One Round ICML 2021

Differentially Private Analysis on Graph Streams AISTATS 2021