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ResearchFormerly WizWand

Graph Property Prediction on ClinTox

94.3ROC-AUC<SOGk>
52.138463.084274.0384.9758Jun 10, 2021Mar 31, 2022Jan 20, 2023Nov 11, 2023Aug 31, 2024Jun 22, 2025Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
<SOGk>Backbone=LLaMA2-7B2026.0294.3
<SOGk>Backbone=LLaMA3-3B2026.0285.5
Galactica-120BProtocol=Zero-shot2026.0282.6
LEAPPre-training Strategy=GCL, Shot Scenario=full-shot2025.1280.08
LEAPPre-training Strategy=GCL, Shot Scenario=50-shot2025.1279.93
AD-GCL-FIXPre-Train Dataset=ZINC 2M2021.0679.78
RELIEFPre-training Strategy=GCL, Shot Scenario=full-shot2025.1279.7
RELIEFPre-training Strategy=GCL, Shot Scenario=50-shot2025.1279.53
GPF-plusPre-training Strategy=GCL, Shot Scenario=full-shot2025.1279.36
GPF-plusPre-training Strategy=GCL, Shot Scenario=50-shot2025.1279.16
GPFPre-training Strategy=GCL, Shot Scenario=full-shot2025.1279.11
SUPTsoftPre-training Strategy=GCL, Shot Scenario=full-shot2025.1278.99
GPFPre-training Strategy=GCL, Shot Scenario=50-shot2025.1278.91
SUPThardPre-training Strategy=GCL, Shot Scenario=full-shot2025.1278.86
S-CGIBDomain Adaptation=true2024.1278.58
LR-GMPBackbone=GIN, Pre-training Method=EdgePred2026.0478.56
SUPThardPre-training Strategy=GCL, Shot Scenario=50-shot2025.1278.34
SUPTsoftPre-training Strategy=GCL, Shot Scenario=50-shot2025.1278.28
SpecMatch-CLPre-Train dataset=ZINC 2M2025.1177.78
MICRO-Graph2024.1277.56
GraphCLPre-Train dataset=ZINC 2M2025.1177.5
FTPre-training Strategy=GCL, Shot Scenario=full-shot2025.1277.32
LEAPPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1277.27
GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1277.2
SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1277.2
MoAMa2024.1277.11
LEAPPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1277.04
JOAO2024.1277.02
SUPThardPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1276.96
SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1276.91
GPF-plusPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1276.9
GraphFP2024.1276.8
SUPThardPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1276.58
GPFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1276.52
GPFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1276.51
RELIEFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1276.48
RELIEFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1276.32
FTPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.1276.19
FTPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.1276.02
GraphCLPre-Train Dataset=ZINC 2M2021.0675.99
LEAPPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1275.98
SUPTsoftPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1275.86
MGSSL2024.1275.84
SimGRACEPre-Train dataset=ZINC 2M2025.1175.6
SUPThardPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1275.6
GPF-plusPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1275.56
FTPre-training Strategy=GCL, Shot Scenario=50-shot2025.1275.35
RELIEFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1275.29
GPFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1274.94
VGPBackbone=GIN, Pre-training Method=EdgePred2026.0474.82
S-CGIBDomain Adaptation=false2024.1274.69
SimSGT2024.1274.11
ContextPredPre-Train dataset=ZINC 2M2025.1174
AttrMaskingPre-Train dataset=ZINC 2M2025.1173.5
LEAPPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1273.33
RELIEFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1272.79
GROVE2024.1272.53
FTPre-training Strategy=Infomax, Shot Scenario=full-shot2025.1271.83
AttrMaskingPre-Train Dataset=ZINC 2M2021.0671.8
GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1270.94
InfoGraphPre-Train Dataset=ZINC 2M2021.0669.9
GPFPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1269.52
GPFBackbone=GIN, Pre-training Method=EdgePred2026.0469.49
SUPThardPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1269.41
FTBackbone=GIN, Pre-training Method=EdgePred2026.0469.07
SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1268.89
GPF-plusBackbone=GIN, Pre-training Method=EdgePred2026.0468.8
JOAOPre-Train dataset=ZINC 2M2025.1166.6
LEAPPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1266.44
RELIEFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1266.2
ContextPredPre-Train Dataset=ZINC 2M2021.0665.9
GPF-plusPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1265.85
SUPThardPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1265.83
SUPTsoftPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1265.82
JOAOv22024.1265.22
GPFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1265
FTPre-training Strategy=AttrMasking, Shot Scenario=50-shot2025.1264.55
EdgePredPre-Train Dataset=ZINC 2M2021.0664.1
EdgePredPre-Train dataset=ZINC 2M2025.1164.1
LLaMA3-3BProtocol=LoRA SFT2026.0263.8
RELIEFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1262.66
LEAPPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1262.29
GPPT w/o olBackbone=GIN, Pre-training Method=EdgePred2026.0462.15
GPF-plusPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1262.03
EdgePred2024.1261.62
GraphCL2024.1261.62
FTPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1261.27
FTPre-training Strategy=Infomax, Shot Scenario=50-shot2025.1261.11
GPFPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1260.85
AttrMasking2024.1260.11
GPPTBackbone=GIN, Pre-training Method=EdgePred2026.0459.81
SUPThardPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1259.72
SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=50-shot2025.1259.5
LLaMA2-7BProtocol=LoRA SFT2026.0259.3
Infomax2024.1258.62
No Pre-TrainPre-Train dataset=None2025.1158.4
No Pre-TrainPre-Train Dataset=None2021.0658
ContextPred2024.1255.63
GraphPromptBackbone=GIN, Pre-training Method=EdgePred2026.0455.37
GraphLoG2024.1253.76