Table 1.
Mapping between textual description and Algorithm 1 components.
Fig 1.
System architecture of the Adaptive Zero-Shot Hierarchical MARL framework with Federated Knowledge Sharing.
Fig 2.
Custom federated testbed.
Fig 3.
Performance comparison of different approaches across attack types.
Table 2.
Comparison between FL + ZSL and the proposed AZH-MARL framework.
Table 3.
Comparison of detection performance metrics across different defense approaches.
Fig 4.
Zero-shot learning integration for recognizing and responding to novel attack patterns.
Table 4.
Comparison of zero-shot learning performance metrics across different approaches.
Fig 5.
Hierarchical MARL framework with meta-controller and specialized sub-policies.
Table 5.
Ablation study showing the contribution of each component to overall performance.
Table 6.
Comparison of resource efficiency metrics across different defense approaches.