Estimation of signal-to-noise ratios and residual variances in high-dimensional linear models has important applications including heritability estimation in bioinformatics. Random effects likelihood estimators have been widely used in practice for SNR estimation, and it is known to be consistent when the model is misspecified. In this talk, we aim to investigate the conditions on both the design...