I think, depending on the method of choosing the objective function in the problem at hand, the warm start will be more or less valuable. I don’t think the penalty is necessary as we can conceptually rule out certain approaches from warmstarting, while endorsing others. Thanks so much for your help! Unfortunate that there’s doesn’t seem to be a better way to reduce the computational complexity of the problem though.