Alert button
Picture for Benjamin Paul Chamberlain

Benjamin Paul Chamberlain

Alert button

Graph Neural Networks for Link Prediction with Subgraph Sketching

Oct 03, 2022
Benjamin Paul Chamberlain, Sergey Shirobokov, Emanuele Rossi, Fabrizio Frasca, Thomas Markovich, Nils Hammerla, Michael M. Bronstein, Max Hansmire

Figure 1 for Graph Neural Networks for Link Prediction with Subgraph Sketching
Figure 2 for Graph Neural Networks for Link Prediction with Subgraph Sketching
Figure 3 for Graph Neural Networks for Link Prediction with Subgraph Sketching
Figure 4 for Graph Neural Networks for Link Prediction with Subgraph Sketching
Viaarxiv icon

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

Feb 09, 2022
Cristian Bodnar, Francesco Di Giovanni, Benjamin Paul Chamberlain, Pietro Liò, Michael M. Bronstein

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

On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features

Dec 03, 2021
Emanuele Rossi, Henry Kenlay, Maria I. Gorinova, Benjamin Paul Chamberlain, Xiaowen Dong, Michael Bronstein

Figure 1 for On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features
Figure 2 for On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features
Figure 3 for On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features
Figure 4 for On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features
Viaarxiv icon

Understanding over-squashing and bottlenecks on graphs via curvature

Nov 29, 2021
Jake Topping, Francesco Di Giovanni, Benjamin Paul Chamberlain, Xiaowen Dong, Michael M. Bronstein

Figure 1 for Understanding over-squashing and bottlenecks on graphs via curvature
Figure 2 for Understanding over-squashing and bottlenecks on graphs via curvature
Figure 3 for Understanding over-squashing and bottlenecks on graphs via curvature
Figure 4 for Understanding over-squashing and bottlenecks on graphs via curvature
Viaarxiv icon

Beltrami Flow and Neural Diffusion on Graphs

Oct 18, 2021
Benjamin Paul Chamberlain, James Rowbottom, Davide Eynard, Francesco Di Giovanni, Xiaowen Dong, Michael M Bronstein

Figure 1 for Beltrami Flow and Neural Diffusion on Graphs
Figure 2 for Beltrami Flow and Neural Diffusion on Graphs
Figure 3 for Beltrami Flow and Neural Diffusion on Graphs
Figure 4 for Beltrami Flow and Neural Diffusion on Graphs
Viaarxiv icon

GRAND: Graph Neural Diffusion

Jun 21, 2021
Benjamin Paul Chamberlain, James Rowbottom, Maria Gorinova, Stefan Webb, Emanuele Rossi, Michael M. Bronstein

Figure 1 for GRAND: Graph Neural Diffusion
Figure 2 for GRAND: Graph Neural Diffusion
Figure 3 for GRAND: Graph Neural Diffusion
Figure 4 for GRAND: Graph Neural Diffusion
Viaarxiv icon

Fashion Outfit Generation for E-commerce

Mar 18, 2019
Elaine M. Bettaney, Stephen R. Hardwick, Odysseas Zisimopoulos, Benjamin Paul Chamberlain

Figure 1 for Fashion Outfit Generation for E-commerce
Figure 2 for Fashion Outfit Generation for E-commerce
Figure 3 for Fashion Outfit Generation for E-commerce
Figure 4 for Fashion Outfit Generation for E-commerce
Viaarxiv icon

Scalable Hyperbolic Recommender Systems

Feb 22, 2019
Benjamin Paul Chamberlain, Stephen R. Hardwick, David R. Wardrope, Fabon Dzogang, Fabio Daolio, Saúl Vargas

Figure 1 for Scalable Hyperbolic Recommender Systems
Figure 2 for Scalable Hyperbolic Recommender Systems
Figure 3 for Scalable Hyperbolic Recommender Systems
Figure 4 for Scalable Hyperbolic Recommender Systems
Viaarxiv icon

A Recurrent Neural Network Survival Model: Predicting Web User Return Time

Jul 11, 2018
Georg L. Grob, Ângelo Cardoso, C. H. Bryan Liu, Duncan A. Little, Benjamin Paul Chamberlain

Figure 1 for A Recurrent Neural Network Survival Model: Predicting Web User Return Time
Figure 2 for A Recurrent Neural Network Survival Model: Predicting Web User Return Time
Figure 3 for A Recurrent Neural Network Survival Model: Predicting Web User Return Time
Figure 4 for A Recurrent Neural Network Survival Model: Predicting Web User Return Time
Viaarxiv icon