HyperAIHyperAI

Command Palette

Search for a command to run...

Node Classification

Node Classification is a machine learning task in graph data analysis, aiming to predict unknown attributes of nodes in a graph based on the attributes of the nodes and their relationships. This task is implemented through models such as Graph Neural Networks, and its performance is typically evaluated using metrics like Accuracy and F1 on benchmark datasets such as Cora, Citeseer, and Pubmed. Node Classification has significant application value in areas like social network analysis, recommendation systems, and bioinformatics.

Leaderboard

6 models total

Benchmarks

Cora
Citeseer
PathNet
Pubmed
GAT
Wisconsin
Actor
Texas
Chameleon
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)
Squirrel (60%/20%/20% random splits)
Cornell (60%/20%/20% random splits)
PubMed with Public Split: fixed 20 nodes per class
Texas (60%/20%/20% random splits)
Cora with Public Split: fixed 20 nodes per class
Wisconsin (60%/20%/20% random splits)
CiteSeer (60%/20%/20% random splits)
Cora (60%/20%/20% random splits)
Penn94
Citeseer (48%/32%/20% fixed splits)
Cora (48%/32%/20% fixed splits)
PubMed (48%/32%/20% fixed splits)
genius
Coauthor CS
PPI
GRACE
PascalVOC-SP
COCO-SP
Reddit
GRACE
Coauthor Physics
Cora (0.5%)
Cora (1%)
Cora (3%)
AMZ Photo
CiteSeer (0.5%)
CiteSeer (1%)
PubMed (0.03%)
PubMed (0.05%)
PubMed (0.1%)
CLUSTER
arXiv-year
PATTERN
Amazon Computers
GAT
Amazon Photo
GraphSAGE
Cora: fixed 20 node per class
Yelp-Fraud
Cora Full-supervised
AM
Facebook
Flickr
AIFB
BGS
Brazil Air-Traffic
Europe Air-Traffic
PATTERN 100k
Citeseer Full-supervised
pokec
Pubmed Full-supervised
roman-empire
USA Air-Traffic
Amazon-Fraud
AMZ Comp
MUTAG
Wiki-Vote
AMZ Computers
Cora Full
Wiki-CS
GraphSAGE
DBLP
GRACE
Placenta
GraphSAGE
Wikipedia
AVA
BlogCatalog
Chameleon (48%/32%/20% fixed splits)
Cora Full with Public Split
MAG-scholar-C
MAG240M-LSC
Squirrel (48%/32%/20% fixed splits)
tolokers
MuMiN-large
MuMiN-medium
MuMiN-small
blogcatalog
Cornell (48%/32%/20% fixed splits)
MS ACADEMIC
NELL
amazon-ratings
minesweeper
AMPLUS
Chameleon(60%/20%/20% random splits)
Citeseer: fixed 20 node per class
Coauthor Phy
Cora: fixed 10 node per class
Cora: fixed 5 node per class
Crocodile
Deezer Romania
DMG777K
DMGFULL
MDGENRE
Squirrel(60%/20%/20% random splits)
Telegram (Directed Graph label rate 60%)
Texas (48%/32%/20% fixed splits)
twitch-gamers
Wiki
wiki
Wisconsin (48%/32%/20% fixed splits)
YouTube
questions
GCN
20NEWS
Amazon2M
AMZ Computers: fixed 20 node per class
Bitcoin-Alpha
Bitcoin-OTC
CellTypeGraph Benchmark
Citeseer random partition
CiteSeer with Public Split: fixed 5 nodes per class
Cora: fixed 20 nodes per class
Cora random partition
Deezer Croatia
Film(48%/32%/20% fixed splits)
Pubmed: fixed 20 node per class
Pubmed random partition
BGP
PathNet
Deezer Hungary
Electronics
NBA