cosmit

mlsys2022style/setting.tex

@@ -70,7 +70,8 @@ stochastic ($\sum_{j \in N} W_{ij} = 1$ and $\sum_{j \in N} W_{ji} = 1$) and
 symmetric, i.e. $W_{ij} = W_{ji}$~\cite{lian2017d-psgd}.
 In our experiments, $W$ is given by
 standard
-Metropolis-Hasting weights~\cite{xiao2004fast} computed from $G$, namely:\todo{AB: if we need space we can remove this equation}
+Metropolis-Hasting weights~\cite{xiao2004fast} computed from the
+network topology $G$:\todo{AB: if we need space we can remove this equation}
 \begin{equation}
   W_{ij} = \begin{cases}
     \frac{1}{\max(\text{degree}(i), \text{degree}(j)) + 1} & \text{if}~i \neq