Using Causality-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs. - Franziska Heeg; Ingo Scholtes (CoRR, 2023)

Using Time-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs. - Franziska Heeg; Ingo Scholtes (NeurIPS, 2024)

Weisfeiler and Leman Follow the Arrow of Time: Expressive Power of Message Passing in Temporal Event Graphs. - Franziska Heeg; Jonas Sauer; Petra Mutzel; Ingo Scholtes (CoRR, 2025)