Latent Adversarial Debiasing: Mitigating Collider Bias in Deep Neural Networks

Luke Darlow, Stanisław Jastrzębski, Amos Storkey

Collider bias is a harmful form of sample selection bias that neural networks are ill-equipped to handle. This bias manifests itself when the underlying causal signal is strongly c…