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ACM Asia Conference on Computer and Communications Security (ASIA CCS) 2023U Tennessee at KnoxvilleRutgers, The State University ofIntuitPrivacy

RecUP-FL: Reconciling Utility and Privacy in Federated learning via User-configurable Privacy Defense

RecUP-FL protects user-specified sensitive attributes in federated gradients via adversarial perturbations and meta-learned model zoos, significantly improving model utility over conventional defenses.

Yue Cui, Syed Irfan Ali Meerza, Zhuohang Li, Luyang Liu and 2 more

Published Jul 5, 2023 · 4 citations

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AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 1/5