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Own Your Identity

Self-sovereign identity enhances privacy, security, compliance, and interoperability while pushing personally identifiable information to the edge.

Publications

Syft 0.5: A Platform for Universally Deployable Structured Transparency

@ICLR 2021

Workshop on Distributed and Private Machine Learning

We present Syft, a general-purpose framework that combines a core group of privacy-enhancing technologies that facilitate a universal set of structure...

Asymmetric Private Set Intersection with Applications to Contact Tracing and Private Vertical Federated Machine Learning

@NeurIPS 2020

Workshop on Privacy Preserving Machine Learning

This paper presents a multi-language, cross-platform, open-source library for asymmetric private set intersection (PSI) and PSI-Cardinality. The proto...

PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN

@ICLR 2021

Workshop on Distributed and Private Machine Learning, ICLR 2021

We introduce PyVertical, a framework supporting vertical federated learning using split neural networks. The proposed framework allows a data scientis...

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