Privacy-First Quantum Ensembles Learn From Labels No One Can See
Researchers have unveiled a framework that trains personalized quantum classifiers across many users while each label is privatized locally, guaranteeing ...
Tag: privacy-preserving machine learning
Federated Transformer Framework Slashes Energy Prediction Communication Costs by 300x
Researchers have developed SWIFT-KD, a federated learning framework combining hierarchical sliding-window transformers with knowledge distillation that predicts building energy consumption ...
Fractional tangent search-enhanced SqueezeNet monitors post-COVID heart health via federated learning
Millions of people who recovered from COVID-19 are discovering that the virus may have left behind an unwelcome souvenir: lasting ...
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 ...
Spectral Client Selection Boosts Reliable Federated Learning in LEO Satellites
The rapid expansion of low Earth orbit satellite constellations has transformed the prospects for global connectivity, but it has also ...
Federated multimodal approach boosts malware classification across non-IID data
Malware never sleeps, but the data needed to fight it cannot legally leave the organizations that collect it. That tension ...
Secure Federated Medical AI with Poisson Privacy
In the rapidly evolving landscape of artificial intelligence and data science, safeguarding privacy while enabling collaborative learning has become a ...
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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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