G. Ginot

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Publication activitypapers/week, last 8 weeks

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Data Curation & Synthetic Data (1)Distributed Systems & Hardware (1)Open-Source Models & Weights (1)

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Kelly L. Vomo-Donfack (1)Adryel Hoszu (1)Grégory Ginot (1)I. Morilla (1)

Papers (1)

Mar 4, 2026

1w ago

PTOPOFL: Privacy-Preserving Personalised Federated Learning via Persistent Homology

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.

Kelly L. Vomo-Donfack, Adryel Hoszu, G. Ginot +3

Data Curation & Synthetic Data Distributed Systems & Hardware Open-Source Models & Weights

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G. Ginot

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)