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To address memorization in text-to-picture diffusion models, we propose CAPTAIN, a training-no cost framework that steers the denoising trajectory toward non-memorized outputs by injecting capabilities straight in to the latent denoising procedure with frequency decomposed sound initialization.They often work in hospitals, healthcare facilities tog