SinoXiv
3
results found
Federated learning has emerged as the dominant paradigm for privacy-preserving intrusion detection across distributed networks, yet its vulnerability to adversarial manipulation of the training proces...
Federated learning
Intrusion detection
Non-IID heterogeneity
Byzantine resilience
Adversarial machine learning
Multi-agent systems
Non-stationary distribution attack
This study introduces MAG, a lightweight intrusion detection system (IDS) that couples a single-hidden-layer multilayer perceptron (MLP) with the Adam optimizer and a Grey Wolf Optimizer (GWO) for hyp...
Intrusion Detection Systems (IDS)
Multilayer Perceptron (MLP)
Grey Wolf Optimizer (GWO)
Feature Selection
KDDCup99
NSL-KDD
Network intrusion detection systems play a vital role in safeguarding digital infrastructure. Still, significant challenges persist due to the highly imbalanced nature of network traffic and the lack ...
Intrusion Detection System
Deep Learning for Cybersecurity
Transformer Model
Class Imbalance Learning
Explainable Artificial Intelligence
Network Traffic Analysis
