"Fairness requirements" means rules or standards that ensure fairness or equity in a particular situation or process. It refers to the need to treat everyone fairly and impartially, without any bias or discrimination. Full definition
In particular there are questions about whether the acquisition of property on just terms include some procedural fairness requirement. (humanrights.gov.au)
Some have come up with ways to add fairness requirements into machine - learning systems. (sciencenews.org)
Were these provisions to become law, they could result in some states, legislatively, providing one level of care or protection to some of their citizens and a different level to others — which, could violate the equal protection and fairness requirements of the Fifth and Fourteenth Amendments to the Constitution. (fortune.com)