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SotA/Graphs/Graph Classification

Graph Classification

97 benchmarks927 papers

Graph Classification is a task that involves classifying a graph-structured data into different classes or categories. Graphs are a powerful way to represent relationships and interactions between different entities, and graph classification can be applied to a wide range of applications, such as social network analysis, bioinformatics, and recommendation systems. In graph classification, the input is a graph, and the goal is to learn a classifier that can accurately predict the class of the graph.

<span style="color:grey; opacity: 0.6">( Image credit: Hierarchical Graph Pooling with Structure Learning )</span>

Benchmarks

Graph Classification on NCI109

Accuracy

Graph Classification on ENZYMES

AccuracyAccuracy (10-fold)

Graph Classification on CIFAR10 100k

Accuracy (%)

Graph Classification on PROTEINS

AccuracyAccuracy (10 fold)Inference Time (ms)

Graph Classification on REDDIT-B

AccuracyAccuracy (10-fold)

Graph Classification on Peptides-func

AP

Graph Classification on REDDIT-BINARY

AccuracyAccuracy (10-fold)

Graph Classification on IMDB-BINARY

AccuracyAccuracy (10-fold)

Graph Classification on UPFD-GOS

Accuracy (%)

Graph Classification on UPFD-POL

Accuracy (%)

Graph Classification on FRANKENSTEIN

Accuracy

Graph Classification on MNIST

Accuracy

Graph Classification on NEURON-Average

Accuracy

Graph Classification on NEURON-BINARY

Accuracy

Graph Classification on NEURON-MULTI

Accuracy

Graph Classification on Mutagenicity

Accuracy

Graph Classification on BBBP

ROC-AUC

Graph Classification on COX2

Accuracy(10-fold)

Graph Classification on HIV

ROC-AUC

Graph Classification on HIV dataset

ROC-AUCAccuracy

Graph Classification on REDDIT-MULTI-12K

Accuracy

Graph Classification on Tox21

ROC-AUC

Graph Classification on ToxCast

ROC-AUC

Graph Classification on AIDS

AccuracyInference Time (ms)

Graph Classification on BACE

ROC-AUC

Graph Classification on CHILI-100K

F1-score (Weighted)

Graph Classification on CHILI-3K

F1-score (Weighted)

Graph Classification on D&D

Accuracy

Graph Classification on MUTAG

Accuracy (10-fold)Mean AccuracyAccuracy (10 fold)Accuracy

Graph Classification on MUV

ROC-AUC

Graph Classification on NCI1

AccuracyAccuracy (10-fold)

Graph Classification on SIDER

ROC-AUC

Graph Classification on Synthetic Dynamic Networks

Accuracy

Graph Classification on clintox

ROC-AUC

Graph Classification on 20NEWS

Accuracy

Graph Classification on 5pt. Bench-Easy

Accuracy

Graph Classification on ADNI

Accuracy

Graph Classification on BZR

Accuracy

Graph Classification on Bench-hard

Accuracy

Graph Classification on CIFAR-10

Accuracy

Graph Classification on COIL-RAG

Accuracy

Graph Classification on CSL

Acc

Graph Classification on Cancer

Accuracy

Graph Classification on Citeseer

Accuracy

Graph Classification on Cora

Accuracy

Graph Classification on Digits

Accuracy

Graph Classification on HCP Aging

Accuracy

Graph Classification on HIV-fMRI-77

AccuracyF1

Graph Classification on HYDRIDES

Accuracy

Graph Classification on IMDb-B

AccuracyAccuracy (10-fold)Rand index

Graph Classification on IMDb-M

Accuracy (10-fold)Accuracy

Graph Classification on MSRC-21 (per-class)

Accuracy (10 fold)

Graph Classification on NC1

Accuracy

Graph Classification on OASIS

Accuracy

Graph Classification on PTC

Accuracy

Graph Classification on Pubmed

Test Accuracy

Graph Classification on REDDIT-12K

Accuracy (10 fold)

Graph Classification on REDDIT-MULTI-5k

Accuracy

Graph Classification on SYNTHIE

Accuracy

Graph Classification on UK Biobank Brain MRI

Accuracy

Graph Classification on Web

Accuracy

Graph Classification on Wine

Accuracy

Graph Classification on BP-fMRI-97

AccuracyF1

Graph Classification on COLLAB

AccuracyAccuracy (10-fold)

Graph Classification on HIV-DTI-77

AccuracyF1

Graph Classification on HIV-fMRI-77

AccuracyF1

Graph Classification on IMDB-MULTI

AccuracyAccuracy (10-fold)

Graph Classification on IPC-grounded

Accuracy

Graph Classification on IPC-lifted

Accuracy

Graph Classification on MalNet-Tiny

AccuracyMCC

Graph Classification on NCI-123

Accuracy

Graph Classification on NCI-83

Accuracy

Graph Classification on NCI33

Accuracy

Graph Classification on RE-M12K

Accuracy

Graph Classification on RE-M5K

Accuracy