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ResearchFormerly WizWand

Node Classification on CITESEER inductive setting (test)

73.9AccuracyIntraMix
9.274426.052242.8359.6078Nov 12, 2019Dec 18, 2020Jan 24, 2022Mar 2, 2023Apr 7, 2024May 14, 2025Jun 21, 2026
Updated 4mo ago

Evaluation results

MethodLinks
IntraMixModel=SAGE, Strategy=IntraMix2024.0573.9
NodeMixupModel=SAGE, Strategy=NodeMixup2024.0573.1
LAGSAGEModel=SAGE, Strategy=LAGSAGE2024.0573
IntraMixModel=GAT, Strategy=IntraMix2024.0572.9
LAGATModel=GAT, Strategy=LAGAT2024.0572.1
NodeMixupModel=GAT, Strategy=NodeMixup2024.0571.8
CoLinkDistMessage aggregation from adjacent nodes in evaluation phase=true2021.0671.74
LinkDistMessage aggregation from adjacent nodes in evaluation phase=true2021.0671.19
GATModel=GAT, Strategy=Original2024.0570.4
CoLinkDistMLPMessage aggregation from adjacent nodes in evaluation phase=false2021.0669.85
Caps2NETraining Supervision=Unsupervised2019.1169.84
GraphSAGEModel=SAGE, Strategy=Original2024.0569.1
EP-BTraining Supervision=Unsupervised2019.1168.61
LinkDistMLPMessage aggregation from adjacent nodes in evaluation phase=false2021.0667.85
GCN2MLPMessage aggregation from adjacent nodes in evaluation phase=false2021.0664.19
GCNTraining Supervision=Supervised2019.1163.4
GCNMessage aggregation from adjacent nodes in evaluation phase=true2021.0662.98
PlanetoidTraining Supervision=Supervised2019.1161.97
GATTraining Supervision=Supervised2019.1159.55
DeepWalk+BoWTraining Supervision=Unsupervised2019.1159.47
ADARTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0659.39
OFATrainable Params=100%, Total Params=5.1M, Evaluation Setting=Zero-shot Inductive2026.0655.03
MLPMessage aggregation from adjacent nodes in evaluation phase=false2021.0654.74
GATTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0636.52
GCNTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0635.74
GRAPHSAGETrainable Params=100%, Total Params=0.6M, Evaluation Setting=Zero-shot Inductive2026.0633.23
DGITrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0626.81
GRACETrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0625.39
GCNIITrainable Params=100%, Total Params=0.5M, Evaluation Setting=Zero-shot Inductive2026.0623.82
N2Trainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0622.26
GFTTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.0618.62
MDGFMTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.0617.46
LLAGATrainable Params=0.02%, Total Params=6.7B, Evaluation Setting=Zero-shot Inductive2026.0615.62
RIEMANNGFMTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0611.76