Cheng, G. and Liu, J. 2026. Intelligent and secure Federated Learning for data elements circulation in heterogeneous edge computation. EAI Endorsed Transactions on Scalable Information Systems. 13, 1 (Jul. 2026). DOI:https://doi.org/10.4108/eetsis.14118.