You may have misunderstood the paper's definition of a connected-$k$-partition. It's on the first page of the paper. It doesn't involve partitioning into $k$ parts but partioning into parts each of size $k$. Moreover, it requires the induced subgraphs to be connected. An example of a graph on $4$ vertices that has no connected-$2$-partition is the star graph $S_3$.