Collaborative Research: III: Small: An Information-Theoretic Framework for Explainable and Explanation-Assisted Graph Learning

Graphs are powerful tools for representing relationships in complex systems, from social networks to weather monitoring stations. Graph Neural Networks (GNNs) have emerged as effective methods for analyzing these interconnected systems, but their "black box" nature poses significant challenges in critical applications such as environmental…