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@@ -46,7 +46,6 @@ $\theta = t + w$ where $w\sim\mathcal{N}(0, \alpha\frac{s}{m}I_m)$ and $\alpha
Consider the following communication game between Alice and Bob: \emph{(1)} Alice sends $y\in\reals^m$ drawn from a Bernouilli distribution of parameter
$f(X_D\theta)$ to Bob. \emph{(2)} Bob uses $\mathcal{A}$ to recover $\hat{\theta}$ from $y$.
-\end{itemize}
It can be shown that at the end of the game Bob now has a quantity of
information $\Omega(s\log \frac{m}{s})$ about $S$. By the Shannon-Hartley
theorem, this information is also