Mode Collapse and Multi-Agent Generators

Arnab explains the inspiration behind using a multi-agent approach in their paper on mode collapse in generative adversarial networks (GANs). By dividing the different modes among multiple generators, they aim to improve diversity and performance in generating specific types of images. The competing objectives and dissimilarity term push the generators to focus on different modes and generate distinct images.