Picture for Michael M. Bronstein

Michael M. Bronstein

Scalable Equilibrium Sampling with Sequential Boltzmann Generators

Add code
Feb 25, 2025
Viaarxiv icon

Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks

Add code
Feb 20, 2025
Viaarxiv icon

How Expressive are Knowledge Graph Foundation Models?

Add code
Feb 18, 2025
Viaarxiv icon

On the Limitations of Fractal Dimension as a Measure of Generalization

Add code
Jun 04, 2024
Viaarxiv icon

Message-Passing Monte Carlo: Generating low-discrepancy point sets via Graph Neural Networks

Add code
May 23, 2024
Figure 1 for Message-Passing Monte Carlo: Generating low-discrepancy point sets via Graph Neural Networks
Figure 2 for Message-Passing Monte Carlo: Generating low-discrepancy point sets via Graph Neural Networks
Figure 3 for Message-Passing Monte Carlo: Generating low-discrepancy point sets via Graph Neural Networks
Figure 4 for Message-Passing Monte Carlo: Generating low-discrepancy point sets via Graph Neural Networks
Viaarxiv icon

Advancing Graph Convolutional Networks via General Spectral Wavelets

Add code
May 22, 2024
Figure 1 for Advancing Graph Convolutional Networks via General Spectral Wavelets
Figure 2 for Advancing Graph Convolutional Networks via General Spectral Wavelets
Figure 3 for Advancing Graph Convolutional Networks via General Spectral Wavelets
Figure 4 for Advancing Graph Convolutional Networks via General Spectral Wavelets
Viaarxiv icon

Revealing Decurve Flows for Generalized Graph Propagation

Add code
Feb 13, 2024
Viaarxiv icon

Link Prediction with Relational Hypergraphs

Add code
Feb 06, 2024
Viaarxiv icon

Setting the Record Straight on Transformer Oversmoothing

Add code
Jan 09, 2024
Viaarxiv icon

How does over-squashing affect the power of GNNs?

Add code
Jun 06, 2023
Viaarxiv icon