Advances and Open Problems in Federated Learning

Peter Kairouz, H. Brendan McMahan, Brendan Avent, +44

Foundations and Trends® in Machine Learning

Extremal Mechanisms for Local Differential Privacy

Peter Kairouz, Sewoong Oh, Pramod Viswanath

arXiv (Cornell University)

Mathematical ProgrammingPrivacy ProtectionEngineeringInformation SecurityComputational Complexity +15

Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning

Virat Shejwalkar, Amir Houmansadr, Peter Kairouz, +1

2022 IEEE Symposium on Security and Privacy (SP)

Artificial IntelligenceEngineeringMachine LearningEvasion TechniqueInformation Security +19

DP-CGAN: Differentially Private Synthetic Data and Label Generation

Reihaneh Torkzadehmahani, Peter Kairouz, Benedict Paten

Artificial IntelligencePrivacy ProtectionEngineeringMachine LearningInformation Security +14

A Field Guide to Federated Optimization

Jianyu Wang, Zachary Charles, Zheng Xu, +50

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningDistributed AlgorithmsFederated Structure +16

Privacy-first health research with federated learning

Adam Sadilek, Luyang Liu, Dung T. Nguyen, +15

npj Digital Medicine

Discrete distribution estimation under local privacy

Peter Kairouz, Keith Bonawitz, Daniel Ramage

International Conference on Machine Learning

Privacy ProtectionEngineeringInformation SecurityData ScienceData Mining +15

The Staircase Mechanism in Differential Privacy

Quan Geng, Peter Kairouz, Sewoong Oh, +1

IEEE Journal of Selected Topics in Signal Processing

Privacy ProtectionEngineeringInformation SecurityLaplacian NoiseCommunication +14

Discrete Distribution Estimation under Local Privacy

Peter Kairouz, Keith Bonawitz, Daniel Ramage

arXiv (Cornell University)

Privacy ProtectionEngineeringInformation SecurityData ScienceData Mining +15

A General Approach to Adding Differential Privacy to Iterative Training Procedures

Brendan McMahan, Galen Andrew, Ilya Mironov, +4

arXiv (Cornell University)

Artificial IntelligencePrivacy ProtectionEngineeringMachine LearningInformation Security +21