Picture for Cristian Bodnar

Cristian Bodnar

Aurora: A Foundation Model of the Atmosphere

May 20, 2024
Figure 1 for Aurora: A Foundation Model of the Atmosphere
Figure 2 for Aurora: A Foundation Model of the Atmosphere
Figure 3 for Aurora: A Foundation Model of the Atmosphere
Figure 4 for Aurora: A Foundation Model of the Atmosphere
Viaarxiv icon

Dirichlet Energy Enhancement of Graph Neural Networks by Framelet Augmentation

Nov 09, 2023
Viaarxiv icon

CIN++: Enhancing Topological Message Passing

Add code
Jun 06, 2023
Figure 1 for CIN++: Enhancing Topological Message Passing
Figure 2 for CIN++: Enhancing Topological Message Passing
Figure 3 for CIN++: Enhancing Topological Message Passing
Figure 4 for CIN++: Enhancing Topological Message Passing
Viaarxiv icon

On the Expressive Power of Geometric Graph Neural Networks

Add code
Jan 23, 2023
Figure 1 for On the Expressive Power of Geometric Graph Neural Networks
Figure 2 for On the Expressive Power of Geometric Graph Neural Networks
Figure 3 for On the Expressive Power of Geometric Graph Neural Networks
Figure 4 for On the Expressive Power of Geometric Graph Neural Networks
Viaarxiv icon

Sheaf Neural Networks with Connection Laplacians

Jun 17, 2022
Figure 1 for Sheaf Neural Networks with Connection Laplacians
Figure 2 for Sheaf Neural Networks with Connection Laplacians
Figure 3 for Sheaf Neural Networks with Connection Laplacians
Viaarxiv icon

Simplicial Attention Networks

Add code
Apr 20, 2022
Figure 1 for Simplicial Attention Networks
Figure 2 for Simplicial Attention Networks
Figure 3 for Simplicial Attention Networks
Figure 4 for Simplicial Attention Networks
Viaarxiv icon

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs

Add code
Feb 09, 2022
Figure 1 for Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
Figure 2 for Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
Figure 3 for Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
Figure 4 for Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs
Viaarxiv icon

Weisfeiler and Lehman Go Cellular: CW Networks

Add code
Jun 23, 2021
Figure 1 for Weisfeiler and Lehman Go Cellular: CW Networks
Figure 2 for Weisfeiler and Lehman Go Cellular: CW Networks
Figure 3 for Weisfeiler and Lehman Go Cellular: CW Networks
Figure 4 for Weisfeiler and Lehman Go Cellular: CW Networks
Viaarxiv icon

Neural ODE Processes

Add code
Mar 23, 2021
Figure 1 for Neural ODE Processes
Figure 2 for Neural ODE Processes
Figure 3 for Neural ODE Processes
Figure 4 for Neural ODE Processes
Viaarxiv icon

Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks

Mar 04, 2021
Figure 1 for Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks
Figure 2 for Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks
Figure 3 for Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks
Figure 4 for Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks
Viaarxiv icon