| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Guardrail Performance Evaluation | Scenario A Multi-Step Financial Transfer | Accuracy100 | 15 | |
| Selective Risk Control | Scenario A (linear, heteroskedastic) | FCR3.4 | 8 | |
| Simultaneous Exploration and Inspection | Scenario A | Finish Rate Avg97.6 | 7 | |
| Distributed Training and Task Allocation Optimization | Scenario A 25 Vehicles | Decision Time (s)0.435 | 5 | |
| Local Navigation | Scenario A With External Disturbance 100 independent trials (Simulation) | Success Rate92 | 4 | |
| Local Navigation | Scenario A No External Disturbance Simulation 100 independent trials | Success Rate100 | 4 | |
| Compliance Assessment | Scenario A Low Impact 1.0 (test) | Compliance Score0.99 | 3 | |
| Ad Recommendation | Scenario A Online A/B Test | Revenue Lift8.356 | 1 |