DeFi Attack Detection on DEX-Only (4-fold cross-validation)
98F1 ScoreGenDetect
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GenDetectDescription=Full proposed system2026.04 | 98 | 1 | 3 | 98 | 97 | |
| LCS/ANSDSimilarity Metric=Replace Asymmetrical Normalized Set Difference with Longest Common Subsequence2026.04 | 91 | 1 | 13 | 92 | 87 | |
| FortaInput Format=Parallel input set constructed from contract code2026.04 | 91 | 16 | 4 | 90 | 96 | |
| w/o TTAAblation=Without Token Type-aware matching2026.04 | 90 | 17 | 3 | 89 | 97 | |
| DeFiRangerDetection Rules=Fixed2026.04 | 77 | 23 | 22 | 77 | 78 | |
| w/o LXAblation=Without Logic Extraction2026.04 | 72 | 22 | 30 | 74 | 70 | |
| w/o SXAblation=Without Semantics Extraction2026.04 | 42 | 44 | 61 | 48 | 39 |