Auditable certificates measure client update value in personalized federated learning
A new study introduces auditable update-utility certificates that verifiably measure the value of each client's contribution in personalized federated learning ...
Tag: personalized federated learning
Fisher-guided personalized federated learning using efficient packed homomorphic aggregation
Artificial intelligence systems are increasingly trained on data that never leaves the devices where it is created—hospital servers holding sensitive ...
Long-horizon local optimization and regularized knowledge improve personalized federated recommendation
Recommender systems trained across users' own devices promise to keep private interaction histories off central servers, but a persistent tension ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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