Shinichi Nakajima

Explaining Temporal Graph Neural Networks via Feature-induced Information Flow

Ping Xiong, Thomas Schnake, Klaus-Robert Müller, Shinichi Nakajima

Event-based Temporal Graph Neural Networks (ETGNNs) have demonstrated strong performance across a wide range of applications, including social network analysis, epidemic tracing, recommender systems, and political event forecasting. However, their increasing complexity poses sign…Read more