We are given a set $S$ of $n$ points in $\mathbb{R}^d$ and a (hidden) vector $\mathbf{w}\in\mathbb{R}^d$, where each point $\mathbf{v}\in S$ is associated with a binary label equal to the sign of $\mathbf{w}^{\top}\mathbf{v}$. Set $S$ is known but both the labelling assignment of its points and vector $\mathbf{w}$ are initially unknown. In a sequential fashion, at each time step, we can select one point of $S$ and ask for its label, so that its label is revealed.  

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**Question**: What is the *minimum* number $q$ (expressed as a function of $n$ and $d$) of queries necessary to determine the labels of ***all*** points in $S$, over *all* possible sets $S\in\mathbb{R}^d$?

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**Example**: If $d=1$ clearly $q$ is logarithimic in $n$.