Open access
Jul 2026
VARUNA: verifiable adaptive resilient unified framework against byzantine attacks in federated learning-based IDS
This research introduces the Multi-Agent GAN Network Exploitation Tactic (MAGNET), leveraging actor-critic-based reinforcement learning to manipulate GAN models, effectively neutralizing over 99% of malicious clients in scalable FL environments.
S. Jangir, Anil Kumar Prajapati, Avinash Awasthi et al.
· Scientific Reports · 0 citations