Tao Lin

Beyond pairwise interactions: Accurate forecasting of co-evolutionary spreading on higher-order networks

Many co-evolutionary spreading processes involve higher-order interactions, yet the consequences of approximating them through pairwise representations remain insufficiently understood. Here, we uncover distinctive prediction failures of pairwise graph neural networks during node-level one-step conditional transition-p...