Security Threats

Model Inversion Attacks

A privacy attack where an adversary attempts to reconstruct training data or extract sensitive information by exploiting a machine learning model's predictions or parameters.

Examples & Use Cases

  • Reconstructing facial features from facial recognition models
  • Extracting sensitive attributes from trained models
  • Recovering training data from model gradients

Related Terms

Privacy Attacks
Model Privacy
Membership Inference
Data Protection

Category

Security Threats