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Fraud Detection on PAYSIM

99F1 Score

QT-GNN

Updated 4d ago

Evaluation Results

Method	Links
QT-GNN 2025.12		99	0.987	98	99.5	98.2	0.04	0.998	0.993
RXT-J 2025.12		98.7	0.984	97.7	99.3	97.9	0.046	0.997	0.991
ResNet 2025.12		94.2	0.939	91.2	92.3	92.4	0.123	0.98	0.941
TabM 2025.12		92	0.92	100	85	-	-	-	-
CapsNet 2025.12		92	0.847	87	91.5	91.2	0.2	0.973	0.92
Transformer 2025.12		91.6	0.846	87	91.8	91.2	0.199	0.972	0.918
DenseNet121 2025.12		89.8	0.825	84.9	89.4	89.1	0.256	0.962	0.896
SVM-GS 2025.12		86.7	0.794	81.7	86.3	85.9	0.214	0.943	0.907
Random Forest 2025.12		79	0.81	65	100	-	-	-	-
FinFRE-RAG 2025.12		73	0.74	65	85	-	-	-	-
FinFRE-RAG 2025.12		71	0.72	61	85	-	-	-	-
XGBoost 2025.12		68	0.71	55	92	-	-	-	-
SVM 2025.12		66.3	0.312	50.9	92.8	56.2	0.981	0.785	0.709
LG 2025.12		66.3	0.313	50.9	92.9	56.2	0.977	0.788	0.712
ADA 2025.12		66.3	0.313	50.9	92.9	56.2	0.978	0.787	0.711
XGB 2025.12		66	0.305	50.6	93	14.2	1.042	0.769	0.697
DTC 2025.12		66	0.305	50.6	93	55.7	1.042	0.769	0.697
NB 2025.12		66	0.305	50.6	92.9	55.7	1.042	0.769	0.697
LM 2025.12		56.2	0.312	56.2	56.2	13.6	1.609	0.632	0.573
FinFRE-RAG 2025.12		25	0.36	15	85	-	-	-	-
FinFRE-RAG 2025.12		17	0.28	10	85	-	-	-	-
FinFRE-RAG 2025.12		11	0.22	6	85	-	-	-	-
FinFRE-RAG 2025.12		9	0.19	5	85	-	-	-	-
Qwen3-14B 2025.12		0	-0.05	0	46	-	-	-	-
Qwen3-Next-80B 2025.12		0	0	0	100	-	-	-	-
Gemma 3-12B 2025.12		0	0.01	0	100	-	-	-	-
Gemma 3-27B 2025.12		0	0.01	0	100	-	-	-	-
GPT-OSS-20B 2025.12		0	-0.03	0	61	-	-	-	-
GPT-OSS-120B 2025.12		0	0.02	0	100	-	-	-	-