Видео ютуба по тегу Oversquashing

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

Multi-Track Message Passing: Tackling Oversmoothing and Oversquashing in Graph Learning

Multi-Track Message Passing: Tackling Oversmoothing and Oversquashing in Graph Learning

Oversmoothing, “Oversquashing”, Heterophily, Long-Range, and more

Oversmoothing, “Oversquashing”, Heterophily, Long-Range, and more

Part 20: understanding oversquashing and bottleneches on graphs via curvature

Part 20: understanding oversquashing and bottleneches on graphs via curvature

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

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

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

A Remedy for Over-Squashing via Curvature-guided Graph-to-Hypergraph Structural Lifting

A Remedy for Over-Squashing via Curvature-guided Graph-to-Hypergraph Structural Lifting

Part 102: oversquashing in GNNs through the lens of information contraction and graph expansion.

Part 102: oversquashing in GNNs through the lens of information contraction and graph expansion.

Part 12: on oversquashing. in message passing neural networks: The impact of width, depth and to...

Part 12: on oversquashing. in message passing neural networks: The impact of width, depth and to...

Part 18: understanding virtual nodes: oversmoothing, oversquashing and node hetetogeneity

Part 18: understanding virtual nodes: oversmoothing, oversquashing and node hetetogeneity

Over-squashing and Over-smoothing

Over-squashing and Over-smoothing

AI's Curvature Hack: Solve Over-Squashing!

AI's Curvature Hack: Solve Over-Squashing!

Part 104: FOSR: first order spectral rewiring for addressing oversquashing in GNNs

Part 104: FOSR: first order spectral rewiring for addressing oversquashing in GNNs

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

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

Limits of Depth Over Smoothing and Over Squashing in GNNs

Limits of Depth Over Smoothing and Over Squashing in GNNs

Part 105: adaptive message passing: a general framework to mitigate oversmoothing, oversquashing...

Part 105: adaptive message passing: a general framework to mitigate oversmoothing, oversquashing...

AI Research Paper Overview: Spectral Graph Pruning Against Over-Squashing and Over-Smoothing

AI Research Paper Overview: Spectral Graph Pruning Against Over-Squashing and Over-Smoothing

GEOTOP-A | Francesco Di Giovanni | Over-squashing and over-smoothing through the lenses of curvature

GEOTOP-A | Francesco Di Giovanni | Over-squashing and over-smoothing through the lenses of curvature

Michael Bronstein | Neural diffusion PDEs, differential geometry, and graph neural networks

Michael Bronstein | Neural diffusion PDEs, differential geometry, and graph neural networks

Tutorial: Graph Rewiring: From Theory to Applications in Fairness

Tutorial: Graph Rewiring: From Theory to Applications in Fairness

Graph Neural Network, Geometric Flows, and Neural DiffusionEquations

Graph Neural Network, Geometric Flows, and Neural DiffusionEquations

Non convolutional Graph Neural Networks

Non convolutional Graph Neural Networks

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