ARIAA applies Laplace-mechanism differential privacy to federated signal sharing. The epsilon parameter is tunable per share; lower epsilon = more privacy, more noise. Every shared record carries its epsilon in metadata.
Related
- Federated Signal Sharing — A protocol for consortium members (regulators, NGOs, corporates) to share signals between tenants without exposing raw data.