2026
Conformalized Gaussian processes for online uncertainty quantification over graphs
ICASSP 2026oral
Uncertainty quantification (UQ) over graphs arises in a number of safety-critical applications in network science. The Gaussian process (GP), as a classical Bayesian framework for UQ, has been developed to handle graph-structured data by devising topology-aware kernel functions. However, such GP-bas…