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Lecture 8: Curvature & Oversquashing in GNNs - Francesco Di Giovanni

Lecture 8: Curvature & Oversquashing in GNNs - Francesco Di Giovanni

Understanding Over-Squashing and Bottlenecks on Graphs via Curvature | Jake Topping & F. Di Giovanni

Understanding Over-Squashing and Bottlenecks on Graphs via Curvature | Jake Topping & F. Di Giovanni

Lecture 9: GNNs as Dynamic Systems - Francesco Di Giovanni

Lecture 9: GNNs as Dynamic Systems - Francesco Di Giovanni

Understanding over-squashing and bottlenecks on graphs via curvature | Ricci Flow | Paper Explained

Understanding over-squashing and bottlenecks on graphs via curvature | Ricci Flow | Paper Explained

[230609 Seminar] Understanding Over-Squashing and Bottlenecks on Graphs via Curvature

[230609 Seminar] Understanding Over-Squashing and Bottlenecks on Graphs via Curvature

Tutorial: Graph Rewiring: From Theory to Applications in Fairness

Tutorial: Graph Rewiring: From Theory to Applications in Fairness

[APCTP Focus] Q-curvature and Path Intergral Complexity

[APCTP Focus] Q-curvature and Path Intergral Complexity

110320_Oversmoothing of GNNs and its Solutions

110320_Oversmoothing of GNNs and its Solutions

Lecture 7: From Equivariance to Naturality - Pim de Haan

Lecture 7: From Equivariance to Naturality - Pim de Haan

Melanie Weber: Discrete Curvature and Applications in Representation Learning

Melanie Weber: Discrete Curvature and Applications in Representation Learning

On the Bottleneck of Graph Neural Networks and its Practical Implications | Authors explain ML Paper

On the Bottleneck of Graph Neural Networks and its Practical Implications | Authors explain ML Paper

ECS 289G Talk: On the Bottleneck of Graph Neural Networks and its Practical Implications

ECS 289G Talk: On the Bottleneck of Graph Neural Networks and its Practical Implications