Explaining the Model, Protecting Your Data: Revealing and Mitigating the Data Privacy Risks of Post-Hoc Model Explanations via Membership Inference.
Catherine HuangMartin PawelczykHimabindu LakkarajuPublished in: CoRR (2024)
Keyphrases
- experimental data
- test data
- input data
- prior knowledge
- data sets
- simulation data
- statistical model
- computer systems
- data analysis
- database
- probability distribution
- empirical data
- high quality
- objective function
- spatial data
- statistical analysis
- parameter estimation
- mathematical model
- learning models
- expert knowledge
- prior information
- sensor data
- end users
- synthetic data
- data structure
- image data
- computational model
- raw data
- measured data
- bayesian model
- data points
- management system
- data processing
- original data
- conceptual model
- similarity measure
- data collection
- access control
- data model