Bias in ML

Much work is been done in ML to address bias,

This paper summarises some recent advances
https://arxiv.org/pdf/1908.09635.pdf

As you can see, it is based on mathematical approaches but it scope and
reach is well beyond maths itself
Additional evaluation of the proposed approaches would be welcome if
someone is up for it