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cs.LG2021
Formalizing and Estimating Distribution Inference Risks
Anshuman Suri, David Evans
Distribution inference, sometimes called property inference, infers statistical properties about a training set from access to a model trained on that data. Distribution inference…
cs.LG2021
Formalizing Distribution Inference Risks
Anshuman Suri, David Evans
Property inference attacks reveal statistical properties about a training set but are difficult to distinguish from the primary purposes of statistical machine learning, which is t…