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Hadis Karimipour

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#federated learning Dataset Open access Sep 2026

Dataset and Experimental Results: Robust Aggregation Ranks the Free-Rider First

Prototype-based federated learning exchanges class-embedding matrices without exposing the computation that produced them. We evaluate three verification mechanisms against free-riding at this interface: robust aggregation used for contribution ranking, commitments to model behavior, and passport-derived identities. On...

Ali Mohammadi Ruzbahani, Abbas Yazdinejad, Hadis Karimipour · 0 citations
#federated learning Dataset Open access Sep 2026

Dataset and Experimental Results: Robust Aggregation Ranks the Free-Rider First

Prototype-based federated learning exchanges class-embedding matrices without exposing the computation that produced them. We evaluate three verification mechanisms against free-riding at this interface: robust aggregation used for contribution ranking, commitments to model behavior, and passport-derived identities. On...

Ali Mohammadi Ruzbahani, Abbas Yazdinejad, Hadis Karimipour · 0 citations

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