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K. Bharath

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Conference Open access Sep 2026

Multi-Agent Explainable Federated Learning for Adaptive Resource Optimization in Intelligent Edge Computing Environments

MAEFL is proposed, a Multi-Agent Explainable Federated Learning framework that couples a federated demand-prediction surrogate with per-node multi-agent Q-learning policies and a permutation-importance explainability layer, enabling privacy-preserving, adaptive, and interpretable resource orchestration across heterogen...

Soumadip Mondal, Sweta Chopdar, K.Vengatesan et al. · 0 citations

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