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ResearchFormerly WizWand

Graph Out-of-Distribution Detection on BZR and COX2

0.9912AUCDGP
0.3886240.5450620.70150.857938Feb 19, 2026Feb 25, 2026Mar 4, 2026Mar 11, 2026Mar 17, 2026Mar 24, 2026Mar 31, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DGPPre-trained Encoder=SimGRACE2026.030.9912
DGPPre-trained Encoder=GCL2026.030.9825
AAGODPre-trained Encoder=GCL2026.030.9731
CVTGAD2026.020.969
SEGO2026.030.9666
GOODAT2026.020.965
GOOD-D2026.030.9499
PGOS2026.020.948
AAGODPre-trained Encoder=SimGRACE2026.030.9419
SimGRACETraining=Self-supervised2026.030.925
SimGRACETraining=Fine-tuned2026.030.8738
SIGOOD2026.020.8736
SIGNET2026.020.869
InfoGraph-MD2026.020.8614
IG-MD2026.020.858
GCL-MD2026.020.848
GraphCL-MD2026.020.8364
GCLTraining=Self-supervised2026.030.8356
OCGIN2026.020.831
GOODAT2026.020.8216
GOODAT2026.030.8216
GraphDE2026.030.8209
HGOE2026.030.8096
OCGTL2026.020.809
GLocalKD2026.020.807
GCLTraining=Fine-tuned2026.030.7738
OCGIN2026.030.7666
GOOD-D2026.020.758
GlocalKD2026.030.7575
Local-Prompt2026.030.7309
PFSOOD2026.030.6408
InfoGraph-iF2026.020.6317
IG-iF2026.020.627
GraphCL-iF2026.020.6
GCL-iF2026.020.589
GTrans2026.020.5517
PK-iF2026.020.528
PRO2026.030.5205
PK-iF2026.020.5146
WL-iF2026.020.5024
WL-SVM2026.020.502
WL-iF2026.020.5
WL-OCSVM2026.020.4916
WL-LOF2026.020.4899
AdaNeg2026.030.4769
PK-SVM2026.020.431
PK-OCSVM2026.020.4255
PK-LOF2026.020.4222
NegLabel2026.030.4118