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BIOENGINEER.ORG - Bioengineering
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Auditable certificates measure client update value in personalized
6+ 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:…...
AI-Powered Honeypot GenPot Fooled Expert Hackers in Live Cyber Deception
53+ min ago (639+ words) Researchers at the University of Málaga have unveiled GenPot, a generative honeypot architecture that uses fine-tuned large language models to lure attackers into elaborate, entirely fake web services — and in a controlled trial, cybersecurity experts were unable to distinguish it…...
Deepfakes Grow Hyper-Realistic as Survey Maps the Fake-Detection Arms Race
1+ hour, 37+ min ago (84+ words) A sweeping new survey published in Multimedia Tools and Applications maps the full arc of the deepfake era, from the first crude face swaps to today’s diffusion models capable of producing hyper-realistic, temporally coherent synthetic video. The study, led by…...
Information Theory Meets Machine Learning to Catch Industrial Cyberattacks
3+ hour, 13+ min ago (94+ words) Industrial control systems quietly run the modern world. They purify drinking water, route electricity through power grids, manage chemical plants, and keep assembly lines moving. When something goes wrong in these systems—whether through mechanical failure or a deliberate cyberattack…...
Machine Learning Map Reveals Hidden Paralog Vulnerabilities Across 1,005
8+ hour, 28+ min ago (613+ words) Cancer cells are masters of redundancy, and one of their most effective tricks is hiding lethal weaknesses behind duplicate genes....
AI Models Can Now Be Designed Without Training, Landmark Review Finds
9+ hour, 57+ min ago (542+ words) Designing a deep neural network has traditionally been an expensive gamble. Engineers propose an architecture, train it for hours or days on costly hardware, and only then discover whether it performs well....
RNA Architecture Drives Coronavirus Subgenomic RNA Synthesis Across Genera
13+ hour, 29+ min ago (616+ words) Coronaviruses depend on a remarkable transcriptional strategy known as discontinuous RNA synthesis to generate the subgenomic RNAs, or sgRNAs, that allow their relatively compact genomes to express a full complement of structural and accessory proteins....
Federated Intrusion Detection Framework for 5G Networks Aligned with ETSI
3+ day, 2+ hour ago (61+ words) NFV MANO Bioengineer.org Subject of Research: An AI-driven, federated intrusion detection framework (V5GIDS) for 5G networks, designed for deployment within the ETSI NFV MANO management and orchestration ecosystem using a convolutional autoencoder and random forest detection pipeline. Article Title: V5GIDS: An ETSI…...
Weighted Asynchronous Federated Learning Enables Private Intrusion
3+ day, 3+ 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…...
Comparing Flow-Based Models for Network Anomaly Detection under Extreme
3+ day, 3+ hour ago (72+ words) Researchers at the Technical University of Košice have shown that even the most impressive-looking scores in machine-learning-based network intrusion detection can hide serious weaknesses in spotting rare attacks, particularly stealthy infiltrations and web-based exploits. In a study published in Mobile…...