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Audio diffusion models have achieved high-quality speech, music, and Foley sound synthesis, yet they predominantly excel at sample generation rather than parameter optimization. Tasks like physically informed impact sound generation or prompt-driven source separation require models that can adjust explicit, interpretable parameters under structural constraints. Score Distillation Sampling (SDS)—which...