Is invariance all you need for algorithmic fairness? Removing demographic information can create new bias.

arXiv:2609.32004v1 Announce Type: cross Abstract: Encoded demographic information in internal model representations is a commonly assumed risk factor for algorithmic bias, with demographic representation invariance often being touted as the ideal state. Howeve