| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DeepAccident | CURVE | Accuracy68.13 | 6 | 1mo ago | |
| CARLA-SR (test) | RS2V | Accuracy93.36 | 6 | 1mo ago | |
| DCI Evaluation Suite Risk | Quality Score8.85 | 5 | 1mo ago | ||
| Real-world production traffic logs 1:10 positive-to-negative sampling ratio (12/18/25–12/19/25) | CS-VAR | PR-AUC0.6643 | 3 | 1mo ago |