Documentation
Federated Data Collaboration
Documentation
Federated Data Collaboration
Federated Data Collaboration
Federated Data Collaboration
Privacy-Preserving ML Workflow
Privacy-Preserving ML Workflow
1. [Enterprise A] Encrypts dataset using CKKS scheme 2. [Enterprise B] Computes partial gradients on ciphertext 3. [Orbital] Aggregates updates via secure multi-party computation 4. [Global] Updates model while preserving data locality
Performance:
Performance:
2.1x faster convergence vs traditional FL frameworks
0% raw data exposure across 150+ production deployments
2.1x faster convergence vs traditional FL frameworks
0% raw data exposure across 150+ production deployments
Last updated on
Feb
22,
2025
Last updated on
Feb
22,
2025