Leskovec, Jure

Graph Structure of Neural Networks

2020 · arXiv (Cornell University)

Neural networks are often represented as graphs of connections between neurons. However, despite their wide use, there is currently little understanding of the relationship between the graph structure of the neural network and its predictive …

Relational Deep Learning: Challenges, Foundations and Next-Generation Architectures

2025 · arXiv (Cornell University)

Graph machine learning has led to a significant increase in the capabilities of models that learn on arbitrary graph-structured data and has been applied to molecules, social networks, recommendation systems, and transportation, among other domains. …