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Jun 3, 2022 · Artificial Intelligence

Decomposing PointGAN: Teaching a Machine to Generate a Single Point

This article walks through building and analyzing a minimal GAN—PointGAN—that learns to output the single value 1, covering the linear generator, a two‑layer discriminator, training loops, loss visualizations, instability diagnostics, and practical fixes such as loss easing, weighted examples, weight decay, and noisy generator parameters.