\begin{equation}
    \label{eq:lowerbound_withlinearity_}
    \begin{aligned}
        ||\mu_{\text{emp}} + \Delta\mu - f(\downarrow(\mu_{\text{emp}} + \Delta\mu))||
        .
    \end{aligned}
\end{equation}
