expertise needed
cryptography
Requires cryptographic knowledge for privacy-preserving techniques
3 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Differential Privacy | Algorithmic | Architecture/model Agnostic Requirements/black Box | Any | Differential privacy puts a mathematical limit on what a published result reveals about any one person. The data holder... | ||
| Homomorphic Encryption | Algorithmic | Architecture/linear Models Architecture/model Agnostic +5 | Any | Homomorphic encryption lets a server compute on data that stays encrypted, so the server never sees the underlying... | ||
| Zero-Knowledge Proof of Model Inference | Algorithmic | Architecture/neural Networks Architecture/tree Based +1 | Any | A zero-knowledge proof of model inference lets the owner of a model show an outside party that one specific model, fixed... |
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