Flower: A Friendly Federated AI Framework
NVIDIA Federated Learning Application Runtime Environment
An Open Framework for Federated Learning.
The first open Federated Learning framework implemented in C++ and Python.
Privacy-Preserving Data Analysis using Pandas
FLAME Hub, central services for the FLAME platform: a privacy-preserving analytics infrastructure for federated data analysis across distributed institutions.
Jupyter Notebooks examples for Vantage6 from a researcher's perspective
A testbed for Flower Framework
Quantifying statistical heterogeneity using a single-client skewness measure
FLAME Node, node-side (data-station) services for the FLAME platform: a privacy-preserving analytics infrastructure for federated data analysis across distributed institutions.
Repository for the paper "On the Federated Detection of Hate Speech"
Vantage6 algorithm that returns column names
Atropos Health — On-demand real-world clinical evidence (Green Button)
Policy-gated federated decision-support simulator with synthetic custodians, provenance validation, audit traces, and a fixed 30-case evaluation.