# Adversarial Training for Pixel Diffusion > Source: > Published: 2026-09-30 03:30:08+00:00 Pixel diffusion models generate RGB images directly, avoiding the bottleneck of an autoencoder, yet their outputs still systematically underrepresent fine-scale natural-image statistics. We show that adversarial learning provides an effective post-training correction for this deficiency. Starting fr