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Achieve unprecedented spatial control in single-image generation by injecting 3D positional encodings into a diffusion model, enabling precise manipulation of object placement and scale.
Text-to-image flow models can achieve superior preference alignment by augmenting the condition space, creating a "dense" reward mapping that better captures inter-sample relationships.
