Fair synthetic data is not about fairness
It is argued that current FSD approaches fail to substantively improve fairness but increase the social autonomy of model owners, shielding them from accountability, and it is established that implementing algorithmic fairness requires following normative commitments and accepting real-world sacrifices beyond technical...