Jonathan Drechsel

GRADIEND: Feature Learning within Neural Networks Exemplified through Biases

AI systems frequently exhibit and amplify social biases, leading to harmful consequences in critical areas. This study introduces a novel encoder-decoder approach that leverages model gradients to learn a feature neuron encoding societal bias information such as gender, race, and religion. We show t…