Hawon Shin

Uncertainty-Aware Adaptive Edge Blocking in Heterophilic Graph Neural Networks

This work provides theoretical guarantees for the selective blocking rule by deriving the signed-versus-blocked decision boundary, separating signed-matrix effects from nonnegative block-operator spectral arguments, and showing when adaptive blocking preserves class-dependent components.