Graham Cormode

Federated Boosted Decision Trees with Differential Privacy

2022 · Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security

There is great demand for scalable, secure, and efficient privacy-preserving machine learning models that can be trained over distributed data. While deep learning models typically achieve the best results in a centralized non-secure setting, different …