The Benefits of Pairwise Discriminators for Adversarial Training

Shangyuan Tong, Timur Garipov, Tommi Jaakkola

Adversarial training methods typically align distributions by solving two-player games. However, in most current formulations, even if the generator aligns perfectly with data, a s…