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Graph Anomaly Detection on GADBench

9.7Reddit Score

Updated 4d ago

Evaluation Results

Method
NA 2023.06	9.7	94.09	91.56	63.93	88.78	29.14	51.06	14.32	4.13	79.21	49.64	3.38
BWGNN 2023.06	8.32	94.01	91.48	61.53	89.38	29.31	49.58	18.57	3.97	78.93	49.57	2.12
XGBOD 2023.06	8.27	95.7	92.15	79.46	82.32	74.86	40.65	16.08	1.95	-	54.61	1.62
AMNet 2023.06	7.87	94.99	88.36	46.86	88.87	25.18	40.74	15.63	2.81	37.7	45.7	2.49
BernNet 2023.06	7.82	92.38	84.89	51.92	89.17	38.25	43.69	17.25	3.27	44.3	47.63	2.9
PNA 2023.06	7.75	96.04	35.24	29.95	76.67	27.81	41.74	11.38	3.22	21.24	36.64	4.93
DCI 2023.06	7.74	91.77	85.17	39.88	63.68	27.39	37.73	14.59	3.31	12.97	41.25	1.01
PCGNN 2023.06	7.73	89.07	89.33	44.51	83.31	42.66	44.85	15.59	3.42	80.29	46.72	4.69
GT 2023.06	7.68	89.85	84.9	44.6	83.14	25.9	45.71	17.08	3.83	36.14	44.74	5.42
GAT 2023.06	7.2	92.91	87.94	43.62	82.72	27.53	45.25	15.51	3.85	32.07	45.17	2.8
GAT-sep 2023.06	7.19	93.4	84.72	45.49	84.01	26.35	46.66	17.9	3.84	33.39	45.5	2.98
SVM 2023.06	6.88	84.91	85.8	41.01	78.1	20.98	37.9	15.37	2.65	-	41.51	4.53
BGNN 2023.06	6.87	95.99	67.92	29.71	83.72	62.03	45.35	9.43	4.24	99.09	45.03	0.95
GIN 2023.06	6.41	91.67	84.61	33.63	78.35	26.21	40.36	13.68	3.47	60.79	42.04	2.57
KNN 2023.06	6.12	81.12	84.41	54.39	74.97	60.98	35.3	15.37	1.67	36.32	46.04	9.13
SGC 2023.06	6.04	91.16	42.69	19.87	68.68	17.82	39.59	10.53	2.49	16.28	33.21	5.66
MLP 2023.06	5.91	84.88	87.34	47.68	74.21	43.77	38.29	15.34	2.69	9.69	44.46	2.67
XGBoost 2023.06	5.56	94.49	91.88	84	82.64	76.93	40.05	16.24	2.75	16.6	54.95	0.73
GraphSAGE 2023.06	5.56	94.02	82.45	46.64	84.71	57.82	51.41	17.5	3.77	75.32	49.32	10.44
XGB-Graph 2023.06	5.29	97.06	93.33	91.11	90.12	77.78	53.92	18.19	3.79	97.34	58.95	1.34
RF-Graph 2023.06	5.13	96.95	90.53	83.92	89.23	78.86	52.34	14.44	2.15	97.63	57.06	1.21
GHRN 2023.06	4.66	95.27	89.52	55.42	87.6	43.9	47.45	18.31	3.8	86.78	49.55	1.77
RF 2023.06	4.63	93.52	91.18	77.77	81.99	78.42	38.64	14.37	2.57	41.56	53.68	0.81
GCN 2023.06	4.63	94.64	45.65	20.88	78.22	25.37	40.57	14.06	3.8	76.35	36.42	1.54
GAS 2023.06	4.43	96.76	81.43	35.11	85.95	29.8	47.21	15.48	3.65	62.36	44.42	6.62