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Auditing demographic bias across guidance scales no longer requires brute-force image generation: causal abstraction enables a lightweight transformer to predict fairness shifts across the entire CFG spectrum.
Negative dependence in structured participation can yield surprising privacy guarantees that challenge the supremacy of Poisson subsampling in differential privacy.
