MCS Control on Demo II Urban Simulation Environment Sionna 1.2.1-based (testbed)
102.68TP Gain (%)MLLM-driven MCS control
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLLM-driven MCS controlReference Baseline=Baseline t–202026.03 | 102.68 | 40.89 | |
| MLLM-driven MCS controlReference Baseline=Baseline t–302026.03 | 100.91 | 39.88 | |
| MLLM-driven MCS controlReference Baseline=Baseline t–102026.03 | 44.77 | 29.15 | |
| MLLM-driven MCS controlReference Baseline=Baseline t–52026.03 | 26.43 | 20.23 | |
| MLLM-driven MCS controlReference Baseline=Baseline t–32026.03 | 14.14 | 11.62 | |
| MLLM-driven MCS controlReference Baseline=Baseline t–12026.03 | 2.83 | -0.03 | |
| MLLM-driven MCS controlReference Baseline=Ideal MCS policy (BLER ≤ 0.1)2026.03 | -14.31 | -39.95 |