Module-level hardware Trojan detection on TrojanInS
99AccuracyCLVerilog-LGBM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CLVerilog-LGBMBackbone=CL-Verilog 13B, Classifier=LightGBM2025.11 | 99 | 98 | 99 | 99 | 96 | |
| CLVerilog-XGBBackbone=CL-Verilog 13B, Classifier=XGBoost2025.11 | 98 | 99 | 99 | 99 | 96 | |
| HaVen-CodeQWen-XGBBackbone=HaVen-CodeQWen 7B, Classifier=XGBoost2025.11 | 98 | 99 | 99 | 99 | 95 | |
| HaVen-CodeQWen-LGBMBackbone=HaVen-CodeQWen 7B, Classifier=LightGBM2025.11 | 98 | 99 | 100 | 99 | 96 | |
| CodeV-QW-XGBBackbone=CodeV-QW 7B, Classifier=XGBoost2025.11 | 97 | 98 | 99 | 98 | 93 | |
| CodeV-QW-LGBMBackbone=CodeV-QW 7B, Classifier=LightGBM2025.11 | 97 | 98 | 99 | 98 | 93 | |
| GPT-4oMode=Prompting2025.11 | 94 | 99 | 94 | 96 | 87 | |
| GPT-4o-miniMode=Prompting2025.11 | 87 | 98 | 85 | 91 | 75 | |
| TrojanSAINTArchitecture=GNN2025.11 | 80 | 84 | 91 | 88 | 47 | |
| GNN4TJArchitecture=GNN2025.11 | 27 | 66 | 20 | 31 | 23 |