Differential Privacy

PubSub-ML - A Model Streaming Alternative to Federated Learning

PubSub-ML - A Model Streaming Alternative to Federated Learning.

Differentially Private Ensemble Classifiers for Data Streams

Differentially Private Ensemble Classifiers for Data Streams.

Training Differentially Private Neural Networks with Lottery Tickets

End-to-end differentially private learning paradigm via the lottery tickets.

Incorporating Item Frequency for Differentially Private Set Union

Incorporating Item Frequency for Differentially Private Set Union.

Differentially Private Small Dataset Release Using Random Projections

Differentially private release of small datasets via reconstruction.

Differentially Private Survival Function Estimation

Differentially private estimation of the survival function using the Kaplan-Meier estimator and differential privacy of other associated statistics.

Differentially Private Top-k Selection via Stability on Unknown Domain

Differentially private top-k selection on the unknown Domain.