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ResearchFormerly WizWand

Graph Out-of-Distribution Detection on TUDataset Graph OOD Suite (test)

10FPR95% (BZR/COX2)DGP-GCL

Evaluation results

Method	Links
DGP-GCL2026.03		10	38.24	7.5	81.67	36	51.4	46.92	40	56.46	38.21	40.64
DGP-Sim2026.03		10	52.94	6	75	27.33	75.46	38.08	49.27	57.82	27.68	41.96
AAGOD-GCL2026.03		15	70.59	6	88.33	38.33	89.53	86.67	60.59	77.18	57.89	59.01
AAGOD-Sim2026.03		22.5	76.47	11.5	93.33	37.33	85.29	87.22	70.94	88.59	66.67	63.98
SimGRACE2026.03		25	82.35	9.5	95	97.33	84.45	72.31	100	85.23	65.79	71.7
SEGO2026.03		34.63	40	2.1	90.33	66.93	92.83	41.23	80.49	78.38	30.27	55.72
GOODAT2026.03		37.07	41.71	12.1	82.33	53.33	95.03	60	74.22	77.3	45.49	57.86
GCL2026.03		37.5	41.18	7	91.67	40	85.29	73.85	75.86	76.51	56.14	58.5
SimGRACE2026.03		42.5	58.82	8	93.33	36	90.68	58.46	74.88	92.62	59.65	61.49
GCL2026.03		52.5	79.41	10	90	50	87.11	70.77	83.74	77.18	59.65	66.04
PFSOOD2026.03		54.17	90	96.1	88.39	84	92.31	97.79	98.03	99.76	99.51	90.01
AdaNeg2026.03		57.41	72.82	84.45	95.5	92.87	91.29	95.79	86.81	78.67	93	84.86
GOOD-D2026.03		58.05	63.43	9.6	92.67	57.73	87.32	79.38	83.63	88.51	52.21	67.25
GraphDE2026.03		70.86	71.33	59	86.67	72.7	89.71	96.88	82.99	94.56	100	82.47
PRO2026.03		73.17	91.43	25.5	98.33	99	100	100	100	90	100	87.74
HGOE2026.03		78.05	65.71	5.5	95	81.33	91.58	83.08	81.37	86.49	28.55	69.67
NegLabel2026.03		87.65	65.99	97.7	94.67	94.93	94.97	91.59	91.52	89.1	81.38	88.95
Local-Prompt2026.03		88.89	100	95.45	100	87.86	100	100	100	100	100	97.22
OCGIN2026.03		89.88	40	31.5	96.67	86	94.9	98.46	91.71	95.97	100	82.51
GlocalKD2026.03		97.71	91.7	38.64	94.1	91.5	99.81	97.34	89.07	94.62	89.47	88.4