Smart sensors that never forget: three learning paradigms collide in activity recognition
A new mini-review maps what happens when multimodal sensing, federated privacy and continual adaptation must work simultaneously in human activity ...
Tag: federated learning
Survey Maps Two Decades of Intelligent Video Surveillance Systems
A systematic review in the Journal of Big Data synthesizes research from 2000 to 2025 on intelligent video surveillance, proposing ...
Federated slice-aware DDoS defense tested with synthetic and engineered 6G features
A five-seed simulation study found high detection and mitigation rates for slice-aware DDoS defense, while synthetic 6G features and limited ...
Federated ensemble framework predicts chronic kidney disease without sharing records
A simulated three-client framework combined stacked machine-learning models, differential privacy, federated SHAP explanations and low-bandwidth aggregation to classify chronic kidney ...
Research report: Toward a Global Digital Commons for Maize Breeding
A proposed digital commons would combine crop modeling, maize genetics and federated learning to support climate-resilient breeding while allowing research ...
Privacy-enhancing technologies for next-generation miniaturised biosensors: towards equitable deployment in low- and middle-income countries
A 2026 Perspective argues that privacy technologies for miniaturised biosensors must be redesigned around low-power hardware, population equity and community ...
Committee-Based Federated Learning Improves Smart-Grid Attack Detection in Simulated Grids
Simulated distribution-grid case studies found that a serverless, committee-based federated-learning framework combined near-centralized false-data-injection detection with resistance to tested malicious ...
Systematic review maps poisoning threats and layered defenses in federated learning for medical IoT
A systematic review of 128 studies finds that secure federated learning in medical IoT requires layered defenses that balance poisoning ...
Simulated federated TinyML detector runs classroom behavior analysis on a microcontroller
A simulated five-client study found that a compressed federated student-behavior detector retained 95.64% mAP@0.5 and ran at 15.43 FPS on ...
AI Mammography Advances Falter When Datasets Lack Diversity
A 2026 review finds that dataset diversity, annotation quality and external validation remain major barriers to reliable clinical generalization of ...
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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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