HyperAI
Command Palette
Search for a command to run...
Knotenklassifizierung basierend auf Graphen
Klassifizieren von Knoten in einer Graphstruktur (z. B. soziale Netzwerke, Zitiergraphen) anhand der Knoteneigenschaften und der Graphentopologie.
Leaderboard
Insgesamt 100 Modelle
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