Asymptotically efficient estimators for stochastic blockmodels: the naive MLE, the rank-constrained MLE, and the spectral estimator

We cite the asymptotic efficiency of the spectral estimator for stochastic blockmodel parameters in riva2026random to clarify that block-level inference is well behaved even though individual latent positions are only locally efficient.