Predicting species interactions (links) within ecological networks is crucial for advancing our understanding of ecosystem functioning and responses of communities to environmental changes.

To address this issue, recent studies have attempted to optimize models using node labeling strategies. For example, ID-GNN 9 assigns a unique label to the target node to distinguish it from ordinary ...