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Mathematical optimization with thresholded optimization function

Gradient descent can be used to minimize an objective function $\Phi:\mathbb{R}^d \to \mathbb{R}$, if we know how to evaluate $\Phi$ on any input of our choice. However, my situation is a little diff …
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