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Fraud Detection on Ethereum

91.39Precision

UniDetect

Updated 4d ago

Evaluation Results

Method	Links
UniDetect 2026.04		91.39	93.95	92.65	94.82	68.94
UniDetect 2026.04		85.14	85.63	85.38	81.82	63.32
Node2Vec 2026.04		82.68	41.77	55.6	60.15	36.75
DGA-GNN 2026.04		82.43	82.91	82.67	81.39	61.09
DIAM 2026.04		81.96	86.38	84.09	82.67	60.23
BERT4ETH 2026.04		81.65	85.62	83.59	81.82	58.77
TEGDetector 2026.04		81.33	80.42	80.86	79.33	59.42
BWGNN 2026.04		80.33	82.21	81.26	81.14	50.73
Ethident 2026.04		80.28	87.8	83.86	82.27	60.17
SIGTRAN 2026.04		79.75	88.55	83.89	79.71	50.43
Trans2Vec 2026.04		79.47	48.44	60.19	73.95	42.51
TSGN 2026.04		73.75	71.3	72.5	75.44	43.68
DeepWalk 2026.04		71.91	52.89	60.95	64.82	42.31
GraphSAGE 2026.04		70.12	79.07	74.27	76.28	44.23
CARE-GNN 2026.04		69.58	81.56	75.05	56.71	38.46
PMP 2026.04		67	81.86	73.49	71.79	37.6
APPNP 2026.04		59.88	51.08	55.04	52.74	31.41
GRIT 2026.04		55.89	56.41	56.15	61.63	42.03
GIN 2026.04		50	45.03	47.39	64.91	29.12
GCN 2026.04		40.97	50	45.04	42.37	26.39
GAT 2026.04		40.97	50	45.04	42.34	26.33