AI Security
Model Inversion
Extracting training data from a machine learning model through query-based attacks.
Model inversion attacks reconstruct training data by querying the model and analyzing its outputs. Can expose PII, medical records, or proprietary data used in training. Critical for fine-tuned models on sensitive data. Mitigate with differential privacy.