Before revision:  This ubiquitous problem in DNNs is often solved by experimenters via "noise injections" in the form of noisy or corrupted inputs.
After revision:  This ubiquitous problem in DNNs is often solved by modelers via "noise injections" in the form of noisy or corrupted inputs.