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

10FPR95% (BZR/COX2)

DGP-GCL

Updated 18d ago

Evaluation Results

Method	Links
DGP-GCL 2026.03		10	38.24	7.5	81.67	36	51.4	46.92	40	56.46	38.21	40.64
DGP-Sim 2026.03		10	52.94	6	75	27.33	75.46	38.08	49.27	57.82	27.68	41.96
AAGOD-GCL 2026.03		15	70.59	6	88.33	38.33	89.53	86.67	60.59	77.18	57.89	59.01
AAGOD-Sim 2026.03		22.5	76.47	11.5	93.33	37.33	85.29	87.22	70.94	88.59	66.67	63.98
SimGRACE 2026.03		25	82.35	9.5	95	97.33	84.45	72.31	100	85.23	65.79	71.7
SEGO 2026.03		34.63	40	2.1	90.33	66.93	92.83	41.23	80.49	78.38	30.27	55.72
GOODAT 2026.03		37.07	41.71	12.1	82.33	53.33	95.03	60	74.22	77.3	45.49	57.86
GCL 2026.03		37.5	41.18	7	91.67	40	85.29	73.85	75.86	76.51	56.14	58.5
SimGRACE 2026.03		42.5	58.82	8	93.33	36	90.68	58.46	74.88	92.62	59.65	61.49
GCL 2026.03		52.5	79.41	10	90	50	87.11	70.77	83.74	77.18	59.65	66.04
PFSOOD 2026.03		54.17	90	96.1	88.39	84	92.31	97.79	98.03	99.76	99.51	90.01
AdaNeg 2026.03		57.41	72.82	84.45	95.5	92.87	91.29	95.79	86.81	78.67	93	84.86
GOOD-D 2026.03		58.05	63.43	9.6	92.67	57.73	87.32	79.38	83.63	88.51	52.21	67.25
GraphDE 2026.03		70.86	71.33	59	86.67	72.7	89.71	96.88	82.99	94.56	100	82.47
PRO 2026.03		73.17	91.43	25.5	98.33	99	100	100	100	90	100	87.74
HGOE 2026.03		78.05	65.71	5.5	95	81.33	91.58	83.08	81.37	86.49	28.55	69.67
NegLabel 2026.03		87.65	65.99	97.7	94.67	94.93	94.97	91.59	91.52	89.1	81.38	88.95
Local-Prompt 2026.03		88.89	100	95.45	100	87.86	100	100	100	100	100	97.22
OCGIN 2026.03		89.88	40	31.5	96.67	86	94.9	98.46	91.71	95.97	100	82.51
GlocalKD 2026.03		97.71	91.7	38.64	94.1	91.5	99.81	97.34	89.07	94.62	89.47	88.4