ADMM without a Fixed Penalty Parameter: Faster Convergence with New Adaptive Penalization

In particular, it remains an open question how to quantify the improvement in ADMM's theoretical convergence by using adaptive penalty parameters. Of course, the answer to this question depends on the adaptive scheme being used.