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Université Sorbonne Paris Nord, LAGA, CNRS, UMR 7539, Laboratoire d’excellence Infibrex, F-93430 Villetaneuse, France
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Ditch gradient sharing: PTOPOFL uses persistent homology to communicate only 48-dimensional topological summaries in federated learning, slashing reconstruction risk by 4.5x while boosting AUC.
