UltraFlux, accepted at CVPR 2026 as a highlight, presents a sparse attention optimization that maintains high quality at 4K context for image and video generation. The method is a hybrid sparse-dense attention pattern that preserves fine details while cutting compute by 3-5×, and the "ultra flux" naming reflects the inference speedup.