Federated Learning Platforms

Privacy-preserving ML training across distributed sites.
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Federated Learning Platforms

Systems that train shared models on decentralized data without raw data leaving local premises, enabling collaboration between competitors while preserving IP and privacy.

TRL
6/9Demonstrated
Impact
5/5
Investment
4/5
Category
Software

Same technology in other hubs

Wintermute
Wintermute
Federated Learning Platforms

Privacy-preserving training across distributed devices and institutions.

Synapse
Synapse
Federated Learning Consortiums

Collaborative machine learning across organizations without sharing raw data.

Connections

Ethics Security
Ethics Security
Privacy-Preserving Computation

Homomorphic encryption and MPC for confidential data processing.

TRL
5/9
Impact
5/5
Investment
4/5

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2011 — 2026

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