The assumption is that entities and their counterparts in different KGs should have similar structures and thus similar embeddings.
each channel encodes KGs via different relation weighting schemes with respect to self-attention towards KG completion and cross-KG attention for pruning exclusive entities respectively, which are further combined via pooling techniques.