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...
Entropy-Aware Gating Boosts Privacy and Speed in Federated Learning
A new federated learning framework called FedEntGate uses entropy-aware dynamic gating and adaptive differential privacy to cut communication overhead by...
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...
Weighted Asynchronous Federated Learning Enables Private Intrusion Detection in Body Networks
Wireless body area networks—the webs of tiny wearable and implantable sensors that track heart rhythms, glucose levels and blood oxygen...
Federated learning framework detects time series anomalies while preserving privacy
Anomaly detection has become one of the most critical technologies of the modern connected world, quietly guarding everything from hospital...
Federated Learning Spots Malicious Domain Names Across Heterogeneous IoT Data
Every day, billions of Internet of Things devices quietly resolve domain names: smart cameras, routers, industrial sensors, medical monitors and...
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...
Defending federated learning from backdoors with semantic filters and geometry
Federated learning has become one of the most consequential architectures in modern machine learning, allowing thousands of devices to collectively...
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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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