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ResearchFormerly WizWand

Graph Classification on HIV

0.832ROC-AUC<SOGk>
0.6410560.6906280.74020.789772Dec 20, 2024Mar 16, 2025Jun 10, 2025Sep 4, 2025Nov 29, 2025Feb 23, 2026May 21, 2026
Updated 4mo ago

Evaluation results

MethodLinks
<SOGk>Backbone=LLaMA2-7B2026.020.832
LEAPPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.120.7942
SUPTsoftPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.120.7931
LEAPPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.120.7929
FTPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.120.7915
SUPThardPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.120.7915
GPF-plusPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.120.7912
GPFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.120.7904
RELIEFPre-training Strategy=ContextPred, Shot Scenario=full-shot2025.120.7897
SUPTsoftPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.120.7895
GPFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.120.7891
GPF-plusPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.120.7877
SUPThardPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.120.786
S-CGIBDomain Adaptation=true2024.120.7833
FTPre-training Strategy=GCL, Shot Scenario=full-shot2025.120.7831
RELIEFPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.120.7817
SUPTsoftPre-training Strategy=GCL, Shot Scenario=full-shot2025.120.7815
SimSGT2024.120.7813
FTPre-training Strategy=AttrMasking, Shot Scenario=full-shot2025.120.7813
LEAPPre-training Strategy=GCL, Shot Scenario=full-shot2025.120.7812
MoAMa2024.120.7811
LLaMA2-7BProtocol=LoRA SFT2026.020.781
SUPThardPre-training Strategy=GCL, Shot Scenario=full-shot2025.120.7806
RELIEFPre-training Strategy=GCL, Shot Scenario=full-shot2025.120.778
LEAPPre-training Strategy=Infomax, Shot Scenario=full-shot2025.120.7776
GPF-plusPre-training Strategy=Infomax, Shot Scenario=full-shot2025.120.777
GPF-plusPre-training Strategy=GCL, Shot Scenario=full-shot2025.120.777
FTPre-training Strategy=Infomax, Shot Scenario=full-shot2025.120.7758
JOAO2024.120.7755
MGSSL2024.120.7745
SUPTsoftPre-training Strategy=Infomax, Shot Scenario=full-shot2025.120.7742
S-CGIBDomain Adaptation=false2024.120.7741
SUPThardPre-training Strategy=Infomax, Shot Scenario=full-shot2025.120.7731
GPFPre-training Strategy=GCL, Shot Scenario=full-shot2025.120.7722
JOAOv22024.120.7713
GPFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.120.7705
JOAOPre-Train dataset=ZINC 2M2025.110.769
RELIEFPre-training Strategy=Infomax, Shot Scenario=full-shot2025.120.7684
MICRO-Graph2024.120.7673
GTTok.=Comb., Mode=Trunc.2026.050.7644
EdgePredPre-Train dataset=ZINC 2M2025.110.763
SpecMatch-CLPre-Train dataset=ZINC 2M2025.110.7625
GraphFP2024.120.7571
<SOGk>Backbone=LLaMA3-3B2026.020.757
ContextPredPre-Train dataset=ZINC 2M2025.110.756
No Pre-TrainPre-Train dataset=None2025.110.755
GTTok.=Lap, Mode=Pad.2026.050.7542
AttrMaskingPre-Train dataset=ZINC 2M2025.110.753
SimGRACEPre-Train dataset=ZINC 2M2025.110.752
GraphCLPre-Train dataset=ZINC 2M2025.110.751
GROVE2024.120.7504
DeepSet2026.050.7482
GFT + RGVQRegime=Pre-trained and Fine-tuned2025.080.741
GTTok.=RW, Mode=Trunc.2026.050.7408
GraphLoG2024.120.7376
Infomax2024.120.7355
GraphCL2024.120.7355
FedGALA2026.010.733
GIN2026.050.732
GTTok.=Lap, Mode=Trunc.2026.050.7315
GTTok.=Comb., Mode=Pad.2026.050.731
GFT + ResetRegime=Pre-trained and Fine-tuned2025.080.7279
GTTok.=RW, Mode=Pad.2026.050.7275
AttrMasking2024.120.7271
MolCA-GSBackbone=Non-LLM2026.020.727
GFT + EMARegime=Pre-trained and Fine-tuned2025.080.7239
GFTRegime=Pre-trained and Fine-tuned2025.080.7216
ContextPred2024.120.7204
GFT + APRegime=Pre-trained and Fine-tuned2025.080.7186
GTTok.=Adj, Mode=Pad.2026.050.7131
GPF-AttrMaskingBackbone=Non-LLM2026.020.713
GTTok.=Adj, Mode=Trunc.2026.050.713
GFT + PTRegime=Pre-trained and Fine-tuned2025.080.7101
EdgePred2024.120.7055
FedBook2026.010.701
FedGFM+2026.010.697
OFAfederated adoption of GFM=true2026.010.6954
UniGraphfederated adoption of GFM=true2026.010.684
GQTfederated adoption of GFM=true2026.010.6832
GFTfederated adoption of GFM=true2026.010.6757
GCFL+2026.010.6734
LEAPPre-training Strategy=Infomax, Shot Scenario=50-shot2025.120.6715
RELIEFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.120.6704
GPF-plusPre-training Strategy=Infomax, Shot Scenario=50-shot2025.120.6691
GINRegime=Supervised2025.080.6686
SUPThardPre-training Strategy=Infomax, Shot Scenario=50-shot2025.120.6681
GraphCLIPfederated adoption of GFM=true2026.010.6675
SUPTsoftPre-training Strategy=Infomax, Shot Scenario=50-shot2025.120.6659
GFT + SimVQRegime=Pre-trained and Fine-tuned2025.080.6657
GPFPre-training Strategy=Infomax, Shot Scenario=50-shot2025.120.6651
R-GFMShots=5-shot2026.050.6648
FedStar2026.010.662
MOON2026.010.6596
GPT-4Protocol=Zero-shot2026.020.659
FTPre-training Strategy=Infomax, Shot Scenario=50-shot2025.120.6587
R-GFMShots=3-shot2026.050.6557
GATRegime=Supervised2025.080.6554
GIANTRegime=Self-supervised2025.080.6544
GCOPEShots=5-shot2026.050.6536
GCNRegime=Supervised2025.080.6484