As shown in Figure 4, there is a performance drop in MuGNN w/o SelAtt and MuGNN w/o CroAtt as compared to MuGNN, which demonstrates the effectiveness of both channels.
the performance decrease more with the loss of cross-KG attention channel than that of KG self-attention, which implies the importance of utilizing cross-KG information for entity alignment.