ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias

Rik Adriaensen, Lucas Van Praet, Jessa Bekker +3

Operationalizing definitions of fairness is difficult in practice, as multiple definitions can be incompatible while each being arguably desirable. Instead, it may be easier to dir…