PTOPOFL: Privacy-Preserving Personalised Federated Learning via Persistent Homology

Kelly L Vomo-Donfack, Adryel Hoszu, Grégory Ginot +1

Federated learning (FL) faces two structural tensions: gradient sharing enables data-reconstruction attacks, while non-IID client distributions degrade aggregation quality. We intr…