Temporal Graph Benchmark for Machine Learning on Temporal Graphs

Temporal Graph Benchmark for Machine Learning on Temporal Graphs

3 July 2023

Farimah Poursafaei

Jacob Danovitch

Michael M. Bronstein

Guillaume Rabusseau

Reihaneh Rabbany

Papers citing "Temporal Graph Benchmark for Machine Learning on Temporal Graphs"

14 / 14 papers shown

Title
Understanding GNNs and Homophily in Dynamic Node Classification Michael Ito Danai Koutra Jenna Wiens 78 1 0 29 Apr 2025
Semi-supervised Node Importance Estimation with Informative Distribution Modeling for Uncertainty Regularization Yankai Chen Taotao Wang Yixiang Fang Yunyu Xiao BDL 96 1 0 26 Mar 2025
What makes a good feedforward computational graph? Alex Vitvitskyi J. G. Araújo Marc Lackenby Petar Velickovic 80 1 0 10 Feb 2025
Mind the truncation gap: challenges of learning on dynamic graphs with recurrent architectures Joao Bravo Jacopo Bono Pedro Saleiro Hugo Ferreira P. Bizarro 32 0 0 31 Dec 2024
Learning production functions for supply chains with graph neural networks Serina Chang Zhiyin Lin Benjamin Yan Swapnil Bembde Qi Xiu ... Yu Qin Frank Kloster Alex Luo Raj Palleti J. Leskovec GNN AI4TS 31 1 0 26 Jul 2024
Efficient Neural Common Neighbor for Temporal Graph Link Prediction Xiaohui Zhang Yanbo Wang Xiyuan Wang Muhan Zhang 21 1 0 12 Jun 2024
Valid Conformal Prediction for Dynamic GNNs Ed Davis Ian Gallagher Daniel J. Lawson Patrick Rubin-Delanchy AI4CE 32 3 0 29 May 2024
Gaussian Embedding of Temporal Networks Raphaël Romero Jefrey Lijffijt Riccardo Rastelli Marco Corneli Tijl De Bie 37 1 0 27 May 2024
New Perspectives on the Evaluation of Link Prediction Algorithms for Dynamic Graphs Raphaël Romero T. D. Bie Jefrey Lijffijt 16 0 0 30 Nov 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 23 14 0 12 Apr 2023
Direct Embedding of Temporal Network Edges via Time-Decayed Line Graphs Sudhanshu Chanpuriya Ryan A. Rossi Sungchul Kim Tong Yu Jane Hoffswell Nedim Lipka Shunan Guo Cameron Musco AI4TS 67 10 0 30 Sep 2022
Graph Neural Networks for Link Prediction with Subgraph Sketching B. Chamberlain S. Shirobokov Emanuele Rossi Fabrizio Frasca Thomas Markovich Nils Y. Hammerla Michael M. Bronstein Max Hansmire 42 75 0 30 Sep 2022
Provably expressive temporal graph networks Amauri Souza Diego Mesquita Samuel Kaski Vikas K. Garg 84 54 0 29 Sep 2022
Scalable Spatiotemporal Graph Neural Networks Andrea Cini Ivan Marisca F. Bianchi C. Alippi AI4TS AI4CE 26 48 0 14 Sep 2022