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Workshop

Hockey-Stick GAN

Edgar Minasyan · Vinay Prabhu

East Meeting Level 8 + 15 #16

Tue 1 May, 11 a.m. PDT

We propose a new objective for generative adversarial networks (GANs) that is aimed to address current issues in GANs such as mode collapse and unstable convergence. Our approach stems from the hockey-stick divergence that has properties we claim to be of great importance in generative models. We provide theoretical support for the model and preliminary results on synthetic Gaussian data.

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