Cory D Hauck

Implicit Graph Neural Networks: A Monotone Operator Viewpoint

Implicit graph neural networks (IGNNs) -- that solve a fixed-point equilibrium equation using Picard iteration for representation learning -- have shown remarkable performance in learning long-range dependencies (LRD) in the underlying graphs. However, IGNNs suffer from several issues, including 1)…