Hellinger loss function for Generative Adversarial Networks

Giovanni Saraceno, Anand N. Vidyashankar, Claudio Agostinelli

We propose Hellinger-type loss functions for training Generative Adversarial Networks (GANs), motivated by the boundedness, symmetry, and robustness properties of the Hellinger dis…