Got rid of a one I don't know why it was there.
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@@ -695,7 +695,7 @@ of both classes.
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\begin{proposition}[Gradient balance]
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\begin{proposition}[Gradient balance]
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\label{prop:gradient-balance}
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\label{prop:gradient-balance}
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Let $\mathcal{F}$ be any distribution family whose CDF estimator is translation-invariant,
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Let $\mathcal{F}$ be any distribution family whose CDF estimator is translation-invariant,
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meaning $\hat{F}_k(t\,;\,\mathbf{s}+\delta\mathbf{1}) = \hat{F}_k(t-\delta\,;\,\mathbf{s})$
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meaning $\hat{F}_k(t\,;\,\mathbf{s}+\delta) = \hat{F}_k(t-\delta\,;\,\mathbf{s})$
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for all $\delta \in \mathbb{R}$. Then for any batch $\mathcal{B} = \mathcal{B}_0 \cup \mathcal{B}_1$:
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for all $\delta \in \mathbb{R}$. Then for any batch $\mathcal{B} = \mathcal{B}_0 \cup \mathcal{B}_1$:
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\begin{equation}
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\begin{equation}
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\sum_{\mathbf{x}_i \in \mathcal{B}_1}
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\sum_{\mathbf{x}_i \in \mathcal{B}_1}
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