节点分类
Node Classification 是图数据分析中的机器学习任务,旨在根据节点属性及其之间的关系预测图中节点的未知属性。该任务通过图神经网络等模型实现,性能通常使用 Accuracy 和 F1 等指标在 Cora、Citeseer 和 Pubmed 等基准数据集上进行评估。Node Classification 在社交网络分析、推荐系统和生物信息学等领域具有重要应用价值。
Cora
SSP
Citeseer
PathNet
Pubmed
ClusterGCN
Wisconsin
FSGNN (3-hop)
Actor
Texas
2-HiGCN
Chameleon
FSGNN (8-hop)
Cornell
Squirrel
CiteSeer with Public Split: fixed 20 nodes per class
Chameleon (60%/20%/20% random splits)
Film (60%/20%/20% random splits)
PubMed (60%/20%/20% random splits)
PubMed with Public Split: fixed 20 nodes per class
OGC
Squirrel (60%/20%/20% random splits)
Cora with Public Split: fixed 20 nodes per class
OGC
Cornell (60%/20%/20% random splits)
HH-GraphSAGE
Texas (60%/20%/20% random splits)
ACM-GCN++
Wisconsin (60%/20%/20% random splits)
ACM-GCN++
CiteSeer (60%/20%/20% random splits)
Cora (60%/20%/20% random splits)
Penn94
GloGNN++
Citeseer (48%/32%/20% fixed splits)
Geom-GCN
Cora (48%/32%/20% fixed splits)
NLGAT
genius
GESN
PubMed (48%/32%/20% fixed splits)
GCNII
Coauthor CS
CoLinkDist
PPI
g2-MLP
PascalVOC-SP
SAN+LapPE
COCO-SP
GPS
Reddit
BNS-GCN
Cora (0.5%)
CPF-ind_APPNP
Cora (1%)
VHCN
Cora (3%)
Truncated Krylov
AMZ Photo
JK (Heat Diffusion)
CiteSeer (0.5%)
MT-GCN
CiteSeer (1%)
Truncated Krylov
Coauthor Physics
CoLinkDist
PubMed (0.03%)
Truncated Krylov
PubMed (0.05%)
PubMed (0.1%)
Truncated Krylov
Amazon Computers
GAT
CLUSTER
GRIT
Amazon Photo
CoLinkDist
arXiv-year
LINKX
PATTERN
GRIT
Cora: fixed 20 node per class
Self-supervised GraphMAE
Cora Full-supervised
GCNII
PATTERN 100k
EGT
Yelp-Fraud
AM
R-GCN
Facebook
GNNMoE(GCN-like P)
Flickr
GCN+GAugM (Zhao et al., 2021)
AIFB
R-GCN
AMZ Comp
HH-GCN
BGS
SCENE
Brazil Air-Traffic
Citeseer Full-supervised
IncepGCN+DropEdge
Europe Air-Traffic
GCN_cheby (Kipf and Welling, 2017)
pokec
Polynormer
Pubmed Full-supervised
GraphSAGE+DropEdge
roman-empire
USA Air-Traffic
DEMO-Net(weight)
Amazon-Fraud
GTAN
Struc2vec
MUTAG
RR-GCN-PPV
Wiki-CS
CGT
Wiki-Vote
DEMO-Net(weight)
AMZ Computers
CPF-ind-GAT
Cora Full
CoLinkDist
DBLP
GRACE
Placenta
GraphSAGE
Wikipedia
GraphGAN
amazon-ratings
AVA
ASDNet [ASDNet_ICCV2021]
BlogCatalog
DEMO-Net(weight)
Chameleon (48%/32%/20% fixed splits)
GREAD-BS
Cora Full with Public Split
CoLinkDist
MAG-scholar-C
FastGCN
MAG240M-LSC
minesweeper
MuMiN-large
MuMiN-medium
MuMiN-small
LaBSE
NELL
DFNet-ATT
Squirrel (48%/32%/20% fixed splits)
tolokers
Polynormer
Cornell (48%/32%/20% fixed splits)
MS ACADEMIC
APPNP
AMPLUS
R-GCN
Chameleon(60%/20%/20% random splits)
Citeseer: fixed 20 node per class
Coauthor Phy
GCN-LPA
Cora: fixed 10 node per class
CPF-tra-GCNII
Cora: fixed 5 node per class
GraphMix (GCN)
Crocodile
LW-GCN
Deezer Romania
DMG777K
RR-GCN-PPV
DMGFULL
RR-GCN-PPV
MDGENRE
questions
GCN
Squirrel(60%/20%/20% random splits)
NCSAGE
Telegram (Directed Graph label rate 60%)
ScaleNet
Texas (48%/32%/20% fixed splits)
twitch-gamers
Dual-Net GNN
Wiki
DAOR
wiki
A2DUG
Wisconsin (48%/32%/20% fixed splits)
YouTube
LINE
20NEWS
GraRep
Amazon2M
Cluster-GCN
AMZ Computers: fixed 20 node per class
BGP
PathNet
Bitcoin-Alpha
GraphMix (GCN)
Bitcoin-OTC
GraphMix (GCN)
CellTypeGraph Benchmark
plantcelltype-EdgeDeeperGCN
Citeseer random partition
GraphMix (GCN)
CiteSeer with Public Split: fixed 5 nodes per class
GraphMix (GCN)
Cora: fixed 20 nodes per class
Cora random partition
GraphMix (GCN)
Deezer Croatia
Deezer Hungary
Electronics
Film(48%/32%/20% fixed splits)
NBA
Pubmed: fixed 20 node per class
Pubmed random partition
GraphMix (GCN)