Implicit Graph Neural Networks: A Monotone Operator Viewpoint

Justin Baker, Qingsong Wang, Cory D. Hauck, Bao Wang

Abstract: 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 ...