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ResearchFormerly WizWand

Node Classification on CORA inductive setting (test)

83.8AccuracyIntraMix
-2.114420.190342.49564.7997Nov 12, 2019Dec 18, 2020Jan 24, 2022Mar 2, 2023Apr 7, 2024May 14, 2025Jun 21, 2026
Updated 4mo ago

Evaluation results

MethodLinks
IntraMixModel=GAT, Strategy=IntraMix2024.0583.8
NodeMixupModel=GAT, Strategy=NodeMixup2024.0583.1
IntraMixModel=SAGE, Strategy=IntraMix2024.0582.9
LAGATModel=GAT, Strategy=LAGAT2024.0582.7
NodeMixupModel=SAGE, Strategy=NodeMixup2024.0581.9
LAGSAGEModel=SAGE, Strategy=LAGSAGE2024.0581.7
GATModel=GAT, Strategy=Original2024.0581.3
GraphSAGEModel=SAGE, Strategy=Original2024.0580.1
BernNettest subset=observed2022.1278.98
NFGNNtest subset=observed2022.1278.78
GPRGNNtest subset=observed2022.1277.43
APPNPtest subset=observed2022.1277.28
Caps2NETraining Supervision=Unsupervised2019.1176.54
EP-BTraining Supervision=Unsupervised2019.1173.09
NFGNNtest subset=unobserved2022.1270.09
GATTraining Supervision=Supervised2019.1169.37
BernNettest subset=unobserved2022.1269.13
DeepWalk+BoWTraining Supervision=Unsupervised2019.1168.35
GCNTraining Supervision=Supervised2019.1167.76
APPNPtest subset=unobserved2022.1267.48
GPRGNNtest subset=unobserved2022.1266.36
PlanetoidTraining Supervision=Supervised2019.1164.8
ADARTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0641.28
GATTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0639.65
OFATrainable Params=100%, Total Params=5.1M, Evaluation Setting=Zero-shot Inductive2026.0639.45
GCNTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0637.91
GCNIITrainable Params=100%, Total Params=0.5M, Evaluation Setting=Zero-shot Inductive2026.0637.04
GRAPHSAGETrainable Params=100%, Total Params=0.6M, Evaluation Setting=Zero-shot Inductive2026.0636.46
N2Trainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0629.3
GFTTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.0625.15
UNIGTETrainable Params=0.54%, Total Params=13.7B, Evaluation Setting=Zero-shot Inductive2026.0621.29
GRACETrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0619.68
DGITrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.0615.47
VICUNA-7BTrainable Params=-, Total Params=6.7B, Evaluation Setting=Zero-shot Inductive2026.0614.39
LLAGATrainable Params=0.02%, Total Params=6.7B, Evaluation Setting=Zero-shot Inductive2026.0614.05
MDGFMTrainable Params=100%, Total Params=0.4M†, Evaluation Setting=Zero-shot Inductive2026.0610.66
RIEMANNGFMTrainable Params=100%, Total Params=0.4M, Evaluation Setting=Zero-shot Inductive2026.061.19