Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification

Xiaoxiong Zhang, Zhiwei Zeng, Xin Zhou +2

Federated Knowledge Graphs Embedding learning (FKGE) encounters challenges in communication efficiency stemming from the considerable size of parameters and extensive communication…