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BIOENGINEER.ORG - Bioengineering
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Auditable certificates measure client update value in personalized
6+ hour, 50+ min ago (55+ words) Federated learning has become one of the most consequential architectures in modern machine learning, allowing hospitals, banks, factories and smartphone networks to train shared models without moving sensitive data off site. Yet the approach has long carried an uncomfortable question:…...
Weighted Asynchronous Federated Learning Enables Private Intrusion
3+ day, 10+ hour ago (682+ words) Wireless body area networks—the webs of tiny wearable and implantable sensors that track heart rhythms, glucose levels and blood oxygen in real time—have become the sensory backbone of modern digital healthcare. But the same open wireless links that…...
Routing Strategies for Secure Key Exchange in Quantum Networks: A Survey
5+ day, 1+ hour ago (751+ words) Quantum key distribution has long been promoted as the ultimate answer to the looming threat that quantum computers pose to classical encryption. The physics is elegant: any eavesdropper attempting to intercept quantum-encoded keys unavoidably disturbs the quantum states carrying them,…...
Defending federated learning from backdoors with semantic filters and
1+ week, 1+ day ago (790+ words) Federated learning has become one of the most consequential architectures in modern machine learning, allowing thousands of devices to collectively train a shared model without ever shipping their raw data to a central server....
Federated multimodal approach boosts malware classification across non-IID
1+ week, 2+ day ago (61+ words) Malware never sleeps, but the data needed to fight it cannot legally leave the organizations that collect it. That tension sits at the heart of a new study from researchers at Beijing University of Posts and Telecommunications, who have built…...
New study reexamines differential-linear attacks on lightweight cipher
2+ week, 3+ hour ago (60+ words) Record-Breaking Cryptanalysis Pushes NIST Finalist Cipher Schwaemm to Its Round-Reduced Limits A cipher shortlisted to protect the smallest computers on the planet has just been pushed harder than ever before — in the laboratory, at least. In a study published on…...
Cognitive Sovereignty Framework Tackles Neural Data Threats and
2+ week, 1+ day ago (78+ words) Your Brain Data Could Become the Next Cybersecurity Battlefield As brain-computer interfaces, neural implants and emotion-detection systems move from science fiction toward clinical, commercial and security applications, a new research paper argues that society is approaching a dangerous gap: technology…...
Data Sharing and Public Legitimacy: What’s Wrong and How Can It Improve?
3+ week, 1+ day ago (623+ words) A growing push to share health and research data is running into a problem that cannot be solved by technology alone: people may stop trusting the institutions collecting and distributing their information....