This lecture
https://www.csie.ntu.edu.tw/~htlin/m...08_handout.pdf
contains some materials related to noisy targets, though not a lot.
The assumption here is that we still get a deterministic classifier (to predict a noisy target). There are other settings that allow us to get a probabilistic classifier, but those are more complicated to analyze and not discussed in detail here.
Hope this helps.