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20242026
most citedTask complexity shapes internal representations and robustness in neural networks

1 citations · 2 across the 11 of their papers we have counts for

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cs.LG2024

Hyperbolic Benchmarking Unveils Network Topology-Feature Relationship in GNN Performance

Roya Aliakbarisani, Robert Jankowski, M. Ángeles Serrano +1

Graph Neural Networks (GNNs) have excelled in predicting graph properties in various applications ranging from identifying trends in social networks to drug discovery and malware d…

physics.soc-ph2024

Feature-aware ultra-low dimensional reduction of real networks

Robert Jankowski, Pegah Hozhabrierdi, Marián Boguñá +1

In existing models and embedding methods of networked systems, node features describing their qualities are usually overlooked in favor of focusing solely on node connectivity. Thi…