Examples include such things as mixed membership stochastic blockmodels (MMSB) (Airoldi et al., 2008), similar unsupervised matrix factorization methods (Hu and Liu, 2012), or semi-supervised role inference models (Zhao et al., 2013).
these approaches do not standardly utilize an outcome as supervision to guide the clustering.