Research & Writing

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Dispatches from the edge of chaos — on nonlinear dynamics, AI, emergence, and the mathematics of complex systems.

GAN

StyleGAN: Architecture & How It Works

StyleGAN is a revolutionary generative architecture that produces photorealistic images by borrowing from neural style transfer, using a mapping network and adaptive instance normalization to control

5 Mar 2026 2 min read

GAN

GAN (Generative Adversarial Network): Architecture & How It Works

Generative Adversarial Networks (GANs) learn to generate realistic data through an adversarial game between two neural networks—a generator that creates samples and a discriminator that

5 Mar 2026 2 min read