Using gender as an example, a discriminator will attempt to predict the gender, b, of each instance from h, such that training involves joint learning of both the model parameters, θ M , and the discriminator parameters θ D .
the aim of learning for these components are in opposition -we seek a h which leads to a good predictor of the target y, while being a poor representation for prediction of gender.