Explore the cutting-edge world of diffusion models in this insightful conference talk by Patrick Esser, co-creator of Stable Diffusion. Delve into advanced concepts such as compositionality, texture generation, and innovative training techniques for next-generation models. Learn about diffusion models, text-to-diffusion processes, texture tiling, and compositional structures. Discover the differences between fixed-size and dynamic-size training, and gain insights into portrait mode applications. Benefit from Esser's expertise as a Principal Research Scientist at Runway and his background in developing groundbreaking models like Stable Diffusion and VQGAN.