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Generative representations need more than just semantic alignment; they require active exploitation, as shown by Representation Guidance outperforming larger models on ImageNet with a novel flow-matching target modification.
AutoDesign outperforms existing design systems by aligning with human design principles and achieving superior poster generation quality through recursive self-improvement.
Executable Blender code transforms text-to-video generation, enabling unprecedented control over scene dynamics and visual fidelity.