Efficiency analysis on HCP-WM
0.33Inference Time (ms)Mamba
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MambaGPU=NVIDIA RTX 6000Ada2026.01 | 0.33 | 27.05 | |
| RNNGPU=NVIDIA RTX 6000Ada2026.01 | 0.87 | 1.19 | |
| LSTMGPU=NVIDIA RTX 6000Ada2026.01 | 0.91 | 14.45 | |
| MixerGPU=NVIDIA RTX 6000Ada2026.01 | 0.91 | 6.78 | |
| 1D-CNNGPU=NVIDIA RTX 6000Ada2026.01 | 0.93 | 2.22 | |
| TFGPU=NVIDIA RTX 6000Ada2026.01 | 1.21 | 12.98 | |
| MGNNGPU=NVIDIA RTX 6000Ada2026.01 | 2.23 | 4.94 | |
| GINGPU=NVIDIA RTX 6000Ada2026.01 | 2.28 | 3.89 | |
| GCNGPU=NVIDIA RTX 6000Ada2026.01 | 2.29 | 1.79 | |
| GeoDynamicsGPU=NVIDIA RTX 6000Ada2026.01 | 2.51 | 14.6 | |
| MLPGPU=NVIDIA RTX 6000Ada2026.01 | 2.67 | 66.9 | |
| GSNGPU=NVIDIA RTX 6000Ada2026.01 | 3.4 | 0.92 | |
| STAGINGPU=NVIDIA RTX 6000Ada2026.01 | 20.92 | 1.17 | |
| SPDNetGPU=NVIDIA RTX 6000Ada2026.01 | 27.05 | 0.19 | |
| GNN-AKGPU=NVIDIA RTX 6000Ada2026.01 | 38.18 | 290.3 | |
| NeuroGraphGPU=NVIDIA RTX 6000Ada2026.01 | 39.79 | 0.29 |