2025
Uncertainty Estimation on Graphs with Structure Informed Stochastic Partial Differential Equations
NeurIPS 2025poster
Graph Neural Networks (GNNs) have achieved impressive results across diverse network modeling tasks, but accurately estimating uncertainty on graphs remains difficult—especially under distributional shifts. Unlike traditional uncertainty estimation, graph-based uncertainty must account for randomne…