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Google Research introduced Diffusion Controller, a lightweight network that attaches to frozen image models like Stable Diffusion and Flux to improve prompt alignment without degrading quality. It outperformed LoRA in human preference win rates and achieved a 90% win rate over the baseline in white-box tests. The method works on closed-source models, offering precise control for developers.
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