In the recent past, there were developed some analogues of parallel transport, a Riemann-Hilbert-correspondence or a Simpson correspondence in $p$-adic Geometry by several authors. We consider in more detail the special case of homogeneous vector bundles on abelian varieties, that are $p$-adic tori, and their relation to representations of $p$-adic fundamental groups.