Before revision:  One obstacle in this large dimensional setup is the singularity of the sample covariance matrix of the excess asset returns.
After revision:  We introduce a new hybrid model where factor models are combined with feasible nodewise regression. Returns are generated from an increasing number of factors plus idiosyncratic components (errors). The precision matrix of the excess asset returns.