Our esteemed partners at MetaMind Innovations – MINDS have achieved a significant milestone in advancing Federated Learning (FL) for Intrusion Detection Systems (IDS)! 🎉
🔍 Introducing StatAvg: A New Baseline for Tackling Data Heterogeneity in FL-based IDS
Data heterogeneity is a major challenge in FL, especially for cybersecurity applications. StatAvg addresses this by leveraging global statistical aggregation, enhancing FL performance and improving intrusion detection capabilities.
🔬 What’s Implemented?
✅ Replication of the key experiments from the research paper using the TON IoT dataset
✅ Reproduction of Figure 3, demonstrating the effectiveness of StatAvg in handling heterogeneous data