Trajectory Generation Resource Usage on NumoSim and MobilitySyn Workload
1.25GPU HoursGRU
Evaluation results
| Method | Links | |
|---|---|---|
| GRUHardware=Single NVIDIA H100 GPU, Workload=34,000 daily trajectories, Protocol=Training + Inference2026.06 | 1.25 | |
| TrajGenAgentHardware=Single NVIDIA H100 GPU, Workload=34,000 daily trajectories, Protocol=Zero-shot (Inference-only)2026.06 | 1.67 | |
| LSTMHardware=Single NVIDIA H100 GPU, Workload=34,000 daily trajectories, Protocol=Training + Inference2026.06 | 1.83 | |
| TransformerHardware=Single NVIDIA H100 GPU, Workload=34,000 daily trajectories, Protocol=Training + Inference2026.06 | 3.17 | |
| Geo-CETRAHardware=Single NVIDIA H100 GPU, Workload=34,000 daily trajectories, Protocol=Training + Inference2026.06 | 3.38 | |
| SeqGANHardware=Single NVIDIA H100 GPU, Workload=34,000 daily trajectories, Protocol=Training + Inference2026.06 | 20.62 | |
| Geo-LlamaHardware=Single NVIDIA H100 GPU, Workload=34,000 daily trajectories, Protocol=Training + Inference2026.06 | 24.77 |