Graph Anomaly Detection on GADBench

9.7Reddit ScoreNA

Evaluation results

Method
NA2023.06	9.7	94.09	91.56	63.93	88.78	29.14	51.06	14.32	4.13	79.21	49.64	3.38
BWGNN2023.06	8.32	94.01	91.48	61.53	89.38	29.31	49.58	18.57	3.97	78.93	49.57	2.12
XGBOD2023.06	8.27	95.7	92.15	79.46	82.32	74.86	40.65	16.08	1.95	—	54.61	1.62
AMNet2023.06	7.87	94.99	88.36	46.86	88.87	25.18	40.74	15.63	2.81	37.7	45.7	2.49
BernNet2023.06	7.82	92.38	84.89	51.92	89.17	38.25	43.69	17.25	3.27	44.3	47.63	2.9
PNA2023.06	7.75	96.04	35.24	29.95	76.67	27.81	41.74	11.38	3.22	21.24	36.64	4.93
DCI2023.06	7.74	91.77	85.17	39.88	63.68	27.39	37.73	14.59	3.31	12.97	41.25	1.01
PCGNN2023.06	7.73	89.07	89.33	44.51	83.31	42.66	44.85	15.59	3.42	80.29	46.72	4.69
GT2023.06	7.68	89.85	84.9	44.6	83.14	25.9	45.71	17.08	3.83	36.14	44.74	5.42
GAT2023.06	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-sep2023.06	7.19	93.4	84.72	45.49	84.01	26.35	46.66	17.9	3.84	33.39	45.5	2.98
SVM2023.06	6.88	84.91	85.8	41.01	78.1	20.98	37.9	15.37	2.65	—	41.51	4.53
BGNN2023.06	6.87	95.99	67.92	29.71	83.72	62.03	45.35	9.43	4.24	99.09	45.03	0.95
GIN2023.06	6.41	91.67	84.61	33.63	78.35	26.21	40.36	13.68	3.47	60.79	42.04	2.57
KNN2023.06	6.12	81.12	84.41	54.39	74.97	60.98	35.3	15.37	1.67	36.32	46.04	9.13
SGC2023.06	6.04	91.16	42.69	19.87	68.68	17.82	39.59	10.53	2.49	16.28	33.21	5.66
MLP2023.06	5.91	84.88	87.34	47.68	74.21	43.77	38.29	15.34	2.69	9.69	44.46	2.67
XGBoost2023.06	5.56	94.49	91.88	84	82.64	76.93	40.05	16.24	2.75	16.6	54.95	0.73
GraphSAGE2023.06	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-Graph2023.06	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-Graph2023.06	5.13	96.95	90.53	83.92	89.23	78.86	52.34	14.44	2.15	97.63	57.06	1.21
GHRN2023.06	4.66	95.27	89.52	55.42	87.6	43.9	47.45	18.31	3.8	86.78	49.55	1.77
RF2023.06	4.63	93.52	91.18	77.77	81.99	78.42	38.64	14.37	2.57	41.56	53.68	0.81
GCN2023.06	4.63	94.64	45.65	20.88	78.22	25.37	40.57	14.06	3.8	76.35	36.42	1.54
GAS2023.06	4.43	96.76	81.43	35.11	85.95	29.8	47.21	15.48	3.65	62.36	44.42	6.62