Blockchain Shield Uses Smart Contracts to Block DDoS Attacks on Servers
A blockchain-based framework using Ethereum smart contracts and a CNN detector blocked 99.8% of simulated DDoS attacks on client–server networks ...
Tag: DDoS
Edge Weight Beats Node Degree When NAT Hides Attackers in Network Graphs
A study of the CICIDS2017 DDoS capture shows node-degree graph features fail under NAT identity collapse while edge-weight concentration separates ...
Lightweight AI Intrusion Detection System Targets IoT and Medical Device Threats
Researchers report a lightweight, imbalance-aware intrusion detection system achieving up to 0.9998 accuracy on IoT and medical IoT benchmark datasets.
Meta-learning emerges as a promising path for cloud DDoS detection
A systematic review of 120 papers finds deep learning DDoS detectors excel in experiments but struggle in real-world cloud environments, ...
Hybrid transformer framework detects DDoS attacks with high accuracy in benchmark tests
A hybrid framework called NEAT-ID combines evolutionary feature selection, attention-enhanced Transformers and wavelet-based temporal encoding to detect DDoS attacks with ...
Federated deep learning brings privacy-preserving DDoS detection to IoT edge devices
The choice of a hybrid CNN-LSTM architecture reflects the dual nature of network traffic analysis. Convolutional layers excel at extracting ...
Machine Learning Shows Promise Against Campus Cyberattacks, But Evidence Remains Uneven
A systematic review of 200 studies finds machine learning effective for detecting DDoS and ARP spoofing attacks on university networks, ...
New Open-Source Simulator Generates Labeled DDoS Attack Data for 5G Networks
An open-source simulation framework called DDoSimu5G generates precisely labeled DDoS attack datasets inside a simulated 5G network, giving machine-learning intrusion ...
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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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