Evaluation Metrics for Graph Generative Models: Problems, Pitfalls, and
Practical Solutions

Evaluation Metrics for Graph Generative Models: Problems, Pitfalls, and Practical Solutions

2 June 2021

Leslie O’Bray

Bastian Alexander Rieck

Karsten M. Borgwardt

Papers citing "Evaluation Metrics for Graph Generative Models: Problems, Pitfalls, and Practical Solutions"

11 / 11 papers shown

Title
Metric Space Magnitude for Evaluating the Diversity of Latent Representations K. Limbeck R. Andreeva Rik Sarkar Bastian Alexander Rieck 30 3 0 27 Nov 2023
Computing Expected Motif Counts for Exchangeable Graph Generative Models Oliver Schulte 19 0 0 01 May 2023
Conditional Diffusion Based on Discrete Graph Structures for Molecular Graph Generation Han Huang Leilei Sun Bowen Du Weifeng Lv 45 40 0 01 Jan 2023
GraphGDP: Generative Diffusion Processes for Permutation Invariant Graph Generation Han Huang Leilei Sun Bowen Du Yanjie Fu Weifeng Lv DiffM 32 42 0 04 Dec 2022
GrannGAN: Graph annotation generative adversarial networks Yoann Boget Magda Gregorova Alexandros Kalousis GAN 20 0 0 01 Dec 2022
Micro and Macro Level Graph Modeling for Graph Variational Auto-Encoders Kiarash Zahirnia Oliver Schulte Parmis Naddaf Ke Li 29 10 0 30 Oct 2022
GEMS: Scene Expansion using Generative Models of Graphs Rishi G. Agarwal Tirupati Saketh Chandra Vaidehi Patil Aniruddha Mahapatra K. Kulkarni Vishwa Vinay 30 4 0 08 Jul 2022
A Survey on Deep Graph Generation: Methods and Applications Yanqiao Zhu Yuanqi Du Yinkai Wang Yichen Xu Jieyu Zhang Qiang Liu Shu Wu 3DV GNN 31 67 0 13 Mar 2022
Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations Jaehyeong Jo Seul Lee Sung Ju Hwang DiffM 22 211 0 05 Feb 2022
On Evaluation Metrics for Graph Generative Models Rylee Thompson Boris Knyazev Elahe Ghalebi Jungtaek Kim Graham W. Taylor EGVM 40 41 0 24 Jan 2022
Statistical topological data analysis using persistence landscapes Peter Bubenik 112 846 0 27 Jul 2012