Fraud Detection on Ethereum benchmark leaderboard · SOTA2 Research

Fraud Detection on Ethereum

91.39PrecisionUniDetect

Evaluation Results

Method	Links
UniDetect2026.04		91.39	93.95	92.65	94.82	68.94
UniDetect2026.04		85.14	85.63	85.38	81.82	63.32
Node2Vec2026.04		82.68	41.77	55.6	60.15	36.75
DGA-GNN2026.04		82.43	82.91	82.67	81.39	61.09
DIAM2026.04		81.96	86.38	84.09	82.67	60.23
BERT4ETH2026.04		81.65	85.62	83.59	81.82	58.77
TEGDetector2026.04		81.33	80.42	80.86	79.33	59.42
BWGNN2026.04		80.33	82.21	81.26	81.14	50.73
Ethident2026.04		80.28	87.8	83.86	82.27	60.17
SIGTRAN2026.04		79.75	88.55	83.89	79.71	50.43
Trans2Vec2026.04		79.47	48.44	60.19	73.95	42.51
TSGN2026.04		73.75	71.3	72.5	75.44	43.68
DeepWalk2026.04		71.91	52.89	60.95	64.82	42.31
GraphSAGE2026.04		70.12	79.07	74.27	76.28	44.23
CARE-GNN2026.04		69.58	81.56	75.05	56.71	38.46
PMP2026.04		67	81.86	73.49	71.79	37.6
APPNP2026.04		59.88	51.08	55.04	52.74	31.41
GRIT2026.04		55.89	56.41	56.15	61.63	42.03
GIN2026.04		50	45.03	47.39	64.91	29.12
GCN2026.04		40.97	50	45.04	42.37	26.39
GAT2026.04		40.97	50	45.04	42.34	26.33