The graph attention network (GAT) operator improves the vanilla GNN operator by using attention to weigh the importance of neighboring nodes during message passing. This allows GATs to selectively focus on relevant neighbors and dynamically adjust their influence, leading to more flexible and discriminative node representations. The GATV2 operator from Brody et al. is defined as