Sample weighting as an explanation for mode collapse in generative adversarial networks

Aksel Wilhelm Wold Eide, Eilif Solberg, Ingebjørg Kåsen

Generative adversarial networks were introduced with a logistic MiniMax cost formulation, which normally fails to train due to saturation, and a Non-Saturating reformulation. While…