Overview of the proposed MSADAFL framework. The overall framework includes a GNN encoder, a self-attention mechanism encoder (GSAT encoder), and an interactive attention mechanism encoder (GIAT). The features from GSAT and GIAT are concatenated in an MLP for prediction, yielding the final drug–drug interaction prediction results.