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Graph-based Node Class
Classifying nodes in a graph structure (e.g., social networks, citation graphs) based on node features and graph topology.
Leaderboard
100 models total
Benchmarks
Cora
Pubmed
Citeseer
Texas
Cornell
Wisconsin
Actor
Chameleon
Squirrel
Proteins
Ogbn-Arxiv
MUTAG
Photo
NCI1
DBLP
ENZYMES
Arxiv
Reddit
D&D
IMDB-B
ogbn-products
NCI109
Penn94
Roman-empire
Amazon-ratings
COLLAB
Computers
peptides-func
GraphMLPMixer
Coauthor-CS
CS
CiteSeer with Public Split: fixed 20 nodes per class
Peptides-struct
PTC
PubMed with Public Split: fixed 20 nodes per class
OGC
Cora with Public Split: fixed 20 nodes per class
OGC
Flickr
ZINC-500k
CSA
Genius
IMDB-M
ACM
IMDB
MNIST
WikiCS
zinc
GPS
Amazon
Physics
Arxiv-Year
Pokec
PPI
Amazon-Computers
Coauthor-Physics
Freebase
OGBG-PPA
Wiki-CS
Amazon-Photo
Computer
lipophilicity
ProtoS-L2
CLUSTER
BlogCatalog
OGB-Arxiv
PATTERN
YELP
Bias-2020
Fact-2020
AMiner
Cora (0.5%)
CPF-ind_APPNP
Cora (1%)
VHCN
Cora (3%)
Truncated Krylov
Products
Amazon Photo
amz-photo
JK (Heat Diffusion)
CIFAR10
CiteSeer (0.5%)
MT-GCN
CiteSeer (1%)
Truncated Krylov
Coauthor CS
PubMed (0.03%)
Truncated Krylov
PubMed (0.05%)
PubMed (0.1%)
Truncated Krylov
Cora-ML
REDDIT-B
YelpChi
COCO-SP
Film
Amazon Computers
Amazon Ratings
Cora-CA
DBLP (Heterogeneous Node Classification)
GaT
IMDB (Heterogeneous Node Classification)
Minesweeper
ogbn-papers100M
PascalVOC-SP
snap-patents
ACM (Heterogeneous Node Classification)
GaT
Facebook
Mutagenicity
REDDIT-BINARY
Coauthor Physics
Cora Full-supervised
GCNII
ESR2
F2
Freebase (Heterogeneous Node Classification)
SeHGNN
History
House
Instagram
kit
PNA
PARP1
PGR
Senate
Weibo
am
R-GCN
BBBP
Books
Cora: fixed 20 node per class
Self-supervised GraphMAE
CoraFull
DBLP-CA
RE-M5K
GIN-0
Tolokers
Twitch-Gamer
ZINC 100k
CIN-small
AIFB
R-GCN
AMZ Comp
HH-GCN
bgs
SCENE
BP-fMRI-97
IsoNN
Brazil Air-Traffic
Citeseer Full-supervised
IncepGCN+DropEdge
Credit
CSBM
DARPA CADETS
DARPA THEIA
DARPA TRACE
DeezerEurope
Europe Air-Traffic
GCN_cheby (Kipf and Welling, 2017)
HIV-fMRI-77
IsoNN
imdb-binary
MalNet-Tiny
ModelNet40
PHEME
Pubmed Full-supervised
GraphSAGE+DropEdge
Sportsfit
StreamSpot
Syn-Cora
Syn-Products
Twitch-E
Unicorn Wget
USA Air-Traffic
DEMO-Net(weight)
ACMv9
Airport
Amazon_Ratings
amazon-fraud
GTAN
BACE
Citationv1
ClinTox
Co-CS
Cora-Full
DBLPv7
EMNLP-2018
FRANKENSTEIN
HIV-DTI-77
IsoNN
RE-M12K
GFN-light
Twitter
Washington
Wiki-Vote
DEMO-Net(weight)
Wikipedia
AMZ Computers
CPF-ind-GAT
ArXiv23
Citation
CoauthorCS
Congress
CSL
DD
Deezer
HIV
HIV dataset
CIN++
MMSD
NEURON-Average
WKPI-kcenters
NEURON-BINARY
WKPI-kmeans
NEURON-MULTI
WKPI-kcenters
NTU2012
OAG-L1-Field
RpHGNN
OAG-Venue
Ogbn-Mag
Questions
Roman_Empire
Twibot-20
Wiki CS
20News
A-Photo
Amazon-Computer
ava
ASDNet [ASDNet_ICCV2021]
BlogCatalog
DEMO-Net(weight)
Chameleon (48%/32%/20% fixed splits)
GREAD-BS
Children
City-Networks
Cora-A
Cora-C
Cora Full with Public Split
CoLinkDist
Cresci-15
DRWeibo
Mag
MAG-scholar-C
FastGCN
MAG240M-LSC
MGTAB
NELL
DFNet-ATT
ogbn-product
papers100M
PTC-MR
Ratings
Roman Empire
Squirrel (48%/32%/20% fixed splits)
SR25
STEAM-PLAYER
Twitch
Twitch-gamers
TWITTER-FRIEND
WebKB
A-computer
Airports (Brazil)
Airports (Europe)
Airports (USA)
AmazonComputers
AmazonPhoto
Amazonratings
Bail
BLINK
Brazil
BZR
Chameleon-filtered
CLEVR
Co-Phy
Co-Physics
CoauthorPhysics
Computers-Random
Cora Full
Cora ML
Cornell (48%/32%/20% fixed splits)
Crocodile
CS-Random
EMMA
Europe
EXP
MHaluBench
MMMU
MMMU-Pro
Movies
MS ACADEMIC
APPNP
OGB-Products
Pokec_n
Pokec_z
REDDIT-MULTI-12K
GNN (DiffPool)
School
ShapeNet
Squirrel-filtered
Synthetic Dynamic Networks
Time-cohort Dynamic Features + Static Features
TDIUC
Tox21
GMT
toxcast
GMT
TwiUSD
USA
Walmart
20NG
AgentClinic
AI Researcher Dataset
AMPLUS
R-GCN
Arts
BA2Motifs
BAMultiShapes
Blog
CDs
Chameleon(60%/20%/20% random splits)
Chameleon-filt.
Chameleon-filter
Citeseer: fixed 20 node per class
Coauthor Phy
GCN-LPA
CoauthorPhy
Cora: fixed 10 node per class
CPF-tra-GCNII
Cora: fixed 5 node per class
GraphMix (GCN)
CoraML
COX2
D&D
Disease
DMG777K
RR-GCN-PPV
DMGFULL
RR-GCN-PPV
EXPWL1
Flight
full-cora
full-DBLP
GCB-H
Goodreads
ICLR Papers
IMDB-RIR
IPC-grounded
GG-NN
IPC-lifted
last-fm-asia
LongBench v2
MAG240M
MDGENRE
MR
Multi-Modal-Paper
Multipartite
Mushroom
muv
NBA
Ohsumed
OutScene
R52
RDT-B
RDT-M5K
SBM
sider
SOCIAL
Squirrel(60%/20%/20% random splits)
NCSAGE
Squirrel-filt.
Squirrel-filter
Synthetic directed graphs
T-Finance
Telegram (Directed Graph label rate 60%)
ScaleNet
Texas (48%/32%/20% fixed splits)
Trade
wiki
A2DUG
wiki-attr
Wisconsin (48%/32%/20% fixed splits)
100leaves
20News100
325-bus
36-bus
4Forums
5pt. Bench-Easy
NDP
7-bus
A-Comp.
ACM-M
ACM*
ACMv9 → Citationv1
ACMv9 → DBLPv7
adni
aids
Alibaba
ALOI
AM-Photo
Amac
Amap
Amazon Photos
Amazon-Clothing
Amazon-Clothing→CoraFull
Amazon-Electronics
Amazon-Electronics→DBLP
amazon-photos
Amazon.
Amazon2M
Cluster-GCN
AmazonVideo
AMG
AMZ Computers: fixed 20 node per class
Amz.Photo
Amz.Ratings
Animals
AnnoMI
Art
ArXiv2023
Auto
AwA
B1→B2
B2→B1
BA-SHAPES
BA10
BA500
BaCommunity
BaShapes
BDGP
Bench-hard
NDP
BFS
Biase et al
Polaratio Consensus Clustering
Bozec et al
BRCA
Caltech
Caltech101-20
Caltech20
CAMELS
HaloGraphNet
Cancer
sKNN-LDS
CBAS
CC-Citeseer
CC-Cora
CESC
Chameleon-F
Chemical Molecule
Chinatown
CICIoT2022
cifar-10
CKGCN
Citation Graph
Citationv1 → ACMv9
Citationv1 → DBLPv7
CITE
Cite.
Citeseer (48%/32%/20% fixed splits)
Citeseer random partition
GraphMix (GCN)
CiteSeer with Public Split: fixed 5 nodes per class
GraphMix (GCN)
CLRS-30
Co.CS
Co.Physics
COIL-RAG
Comp
Conference
Contextual Abuse Dataset (CAD)
Cora_CA
Cora_ML
Cora (48%/32%/20% fixed splits)
Cora-CC
Cora: fixed 20 nodes per class
Cora random partition
GraphMix (GCN)
CoraFull→Amazon-Clothing
Corel5k
Credit-Cs
Cresci15
CUB
DBLP-RID
DBLP*
DBLP→Amazon-Electronics
DBLPv7 → ACMv9
DBLPv7 → Citationv1
DE→EN
DEGREE
Deng et al
DFS
digits
sKNN-LDS
DodgerLoop
E-Commerce
Ele-fashion
Ele-Photo
Elliptic
Email
Emotions
EN→DE
ESConv
esol
ProtoW-dot
ESP
FakeSV
FB15k
Film(48%/32%/20% fixed splits)
Financial Network
Fitness
Forum
FVC
Gamers
Garden
German
Glass
glasstemp
GREA (GIN)
Goodreads-NC
Goolam et al
GVLQA
Halo
HCP-Age
HCP Aging
HCP-Gender
HCP-Task
high-school
Hipparcos catalogue
HiTab
HIV-fMRI-77
IsoNN
HNSC
Hospital
human
Human Breast Cancer
Human Lymph Node
HW
HYDRIDES
IAPR
ICLR 2023 Papers
ICLR 2024 Papers
ICLR 2025 Papers
IGB-full
IGB-tiny
IM-TQA
IMDB-AW
IMDB-MULTI
IMDB*
Income
Industrial
Iris
ISCX-Tor2016
ISCX-VPN2016
LastFM
LGG
LGVLQA
LifeService
Lipophilicity
M.I.
MAG-PM
MC-Fake
Melbourne
METR-LA
MiRAGeNews
MIS
MM-COVID
MM-FakeBench
MMFakeBench
MNIST-USPS
MNIST-VAE
Molecular graphs
Mouse Brain Anterior
Mouse Brain Posterior
Mouse Olfactory
MS-CS
NC1
EigenGCN-3
NCI-123
GAM
NCI-83
GAM
NCI33
GAM
NoisyMNIST
Novel
NUS
oasis
ocean-drifts
ogbl-citation2
ogbl-ppa
ogbn-proteins
Pascal
Patent
PEMS-BAY
PEMS-SF
PHYSICS34
Plant
Pokec_BA
Pokec_KO
Pokec_PR
Pokec-n
Pokec-z
Pokecs
Pollen et al
PRIM
Promoter
Protein
PubMed_NC
PubMed (48%/32%/20% fixed splits)
Pubmed: fixed 20 node per class
Pubmed random partition
GraphMix (GCN)
Ques.
QUIC2019
R8
Recidivism
Recipe
reddit-multi-5k
GraphSAGE
Reddit2
Roman.
RomanEmpire
RR10
RR100
Rumoreval
SARC
scene
Seg.
senate-bills
SG-I
SG-II
SMS
Snap
Social Network
SP
Splice
Squirrel-F
SR16
STAD
synthetic
SYNTHIE
Taobao
text-free airport graphs
TIME1
Tmall
Toys → Books
Toys → Movies
Toys+Movies → CDs
Traffic Network
TREE-CYCLES
TreeGrid
Treutlein et al
Twibot-22
Twibot20
UAI
UAI2010
UCI-Digit
UK Biobank Brain MRI
NeuroPath
Uplink throughput data (35min)
Wash.
WCC
web
UGraphEmb-F
Wiki-cooc
wine
sKNN-LDS
Wisc.
WS10
WS500
Yan et al
Yeast
YelpReviews
Zoo