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01 ·Generative Models·★ MEMBER·PAPER·10 min read The Rise and Fall of GANs — An Invention Trained by Rivalry, and Why Diffusion Won In 2014, GANs upended image generation with one idea: don't write down what 'realistic' means — learn it. This traces the decade that followed, through mode collapse, the Wasserstein rescue, and the reasons diffusion models eventually took the crown.