Nikita Marshalkin

Position: Age Estimation Models Do Not Process Biometric Data

When a neural network estimates someone's age from a photograph, does it process biometric data? The answer depends on whether identity-discriminative representations arise within the network during inference—a question that may seem trivial to ML researchers but triggers consent requirements under …