So basically preventing dead latents from occurring and whenever they do occur to possibly reviving them through the use of auxiliary loss term in the loss function? Thanks btw

I imagine this kind of algorithm are like a derivative, they give a unit response, so you would need another filter to stabilize your system, that is some drop out to remove spurious revived latents.