26 citations · 27 across the 4 of their papers we have counts for
4 papers
Dimensions of Power: A Systematic Guide to Power Indices for Explainable AI
Filip Naudot, Arunavo Ganguly, Timotheus Kampik +2
Power indices, originating in cooperative game theory, quantify each player's influence on the outcome of a given game. Originally designed to distribute profits or costs among pla…
The Role of Node Features in Graph Pooling
Jan von Pichowski, Alžbeta Hrabošová, Ingo Scholtes +1
Graph pooling is commonly applied in graph classification, yet its empirical gains over standard WL-1 expressive GNNs are often marginal or inconsistent. We study this gap by analy…
Mapping memory-biased dynamics with compact models reveals overlapping communities in large networks
Maja Lindström, Rohit Sahasrabuddhe, Anton Holmgren +3
Many real-world systems, from social networks to protein-protein interactions and species distributions, exhibit overlapping flow-based communities that reflect their functional or…
Map Equation Centrality: Community-aware Centrality based on the Map Equation
Christopher Blöcker, Juan Carlos Nieves, Martin Rosvall
To measure node importance, network scientists employ centrality scores that typically take a microscopic or macroscopic perspective, relying on node features or global network str…