Tabular Data Inference on Structured Health Data Average (various)
3.7Latency (ms)LimiX→MLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LimiX→MLPDevice=CPU, Role=Student, Architecture=MLP2026.05 | 3.7 | 172 | |
| TabPFNv2.6→MLPDevice=CPU, Role=Student, Architecture=MLP2026.05 | 3.8 | 170 | |
| TabICLv2→MLPDevice=CPU, Role=Student, Architecture=MLP2026.05 | 3.8 | 169 | |
| [PFNv2.6+Limix]→MLPDevice=CPU, Role=Student, Architecture=MLP2026.05 | 3.8 | 166 | |
| LimiX→LGBMDevice=CPU, Role=Student, Architecture=LGBM2026.05 | 7 | 87 | |
| [PFNv2.6+ICL+Limix]→LGBMDevice=CPU, Role=Student, Architecture=LGBM2026.05 | 7.1 | 92 | |
| TabPFNv2.6→LGBMDevice=CPU, Role=Student, Architecture=LGBM2026.05 | 7.3 | 82 | |
| [PFNv2.6+Limix]→LGBMDevice=CPU, Role=Student, Architecture=LGBM2026.05 | 7.7 | 98 | |
| TabICLv2Device=GPU, Role=Teacher, Architecture=TFM2026.05 | 187.4 | 3,221 | |
| LimiXDevice=GPU, Role=Teacher, Architecture=TFM2026.05 | 433.8 | 1,450 | |
| TabPFNv2.6Device=GPU, Role=Teacher, Architecture=TFM2026.05 | 564.9 | 1,099 | |
| Orion-MSP v1.5Device=GPU, Role=Teacher, Architecture=TFM2026.05 | 1,911.9 | 323 | |
| TabDPTDevice=GPU, Role=Teacher, Architecture=TFM2026.05 | 4,010 | 600 |