Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning

Amr Abourayya, Jens Kleesiek, Kanishka Rao, Erman Ayday, Bharat Rao, Geoffrey I. Webb, Michael Kamp: Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning. In: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), AAAI, 2025.

Abstract

    BibTeX (Download)

    @inproceedings{abourayya2025little,
    title = {Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning},
    author = {Amr Abourayya and Jens Kleesiek and Kanishka Rao and Erman Ayday and Bharat Rao and Geoffrey I. Webb and Michael Kamp},
    year  = {2025},
    date = {2025-02-27},
    urldate = {2025-02-27},
    booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
    publisher = {AAAI},
    keywords = {aimhi, FedCT, federated learning, semi-supervised},
    pubstate = {published},
    tppubtype = {inproceedings}
    }
    

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