Transparency

Confidential Verification

Techniques that let an outside party check a claim about a system or its data without being handed the data or the model.

2 techniques

2 techniques
GoalsModelsData TypesDescription
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...
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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