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Running
Running
| model,train_s_per_1k,inference_s_per_1k,text_encode_s_per_1k,image_encode_s_per_1k,gpu,cpu | |
| ConTextTab,0.0321,4.3638,0.0,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabPFN-3.5-Fast,0.2249,0.4954,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabPFN-3.5,0.239,0.8666,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabPFN-3,0.2493,0.7986,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabDPT,0.2619,25.8213,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabICLv2,0.2718,0.4714,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| LightGBM,0.2751,0.0197,1.1081,11.5298,,INTEL(R) XEON(R) PLATINUM 8581C CPU @ 2.30GHz | |
| TabDPT-1.3,0.2847,0.2223,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| Causilo,0.3145,0.5456,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| EXAONE-Tabular,0.4243,2.7887,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| Kumo-Tabular-Small,0.4932,0.1156,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabPFN-v2p5,0.501,1.3786,1.127,11.8119,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| Xiaomi-TabLDM,0.521,0.5792,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| XGBoost,0.5454,0.0254,1.1081,11.5298,,INTEL(R) XEON(R) PLATINUM 8581C CPU @ 2.30GHz | |
| LimiX-2,0.5883,17.6665,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabM,0.6253,0.0519,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| RandomForest,0.6489,0.0348,1.1081,11.5298,,INTEL(R) XEON(R) PLATINUM 8581C CPU @ 2.30GHz | |
| Kumo-Tabular-Medium,0.6741,0.2237,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabPFN-v2,0.8065,1.6817,1.127,11.8119,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| Kumo-Tabular,1.0881,0.4179,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| CatBoost,1.4845,0.0137,1.1081,11.5298,,INTEL(R) XEON(R) PLATINUM 8581C CPU @ 2.30GHz | |
| TabFM,1.6532,12.0212,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| RealMLP,4.4161,0.096,1.1081,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabSTAR-v1.1,16.0753,1.3799,0.0,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| TabSTAR,35.479,0.8533,0.0,11.5298,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |
| Mitra-v2,152.0977,4.1145,1.0255,11.9673,NVIDIA H100 80GB HBM3,Intel(R) Xeon(R) Platinum 8481C CPU @ 2.70GHz | |