Classification on Higgs (Accuracy, F1)
76.3AccuracyQAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QATBit-width=16-bit2026.05 | 76.3 | — | |
| FPBackbone=TabFormer2026.05 | 75.61 | — | |
| FPPrecision=Full Precision2026.05 | 75.61 | — | |
| QATBit-width=8-bit2026.05 | 75.5 | — | |
| QATBit-width=4-bit2026.05 | 75.4 | — | |
| OWQQuantization=Outlier-Aware2026.05 | 75.3 | — | |
| Full PrecisionPrecision=Full Precision2026.05 | 74.78 | 74.77 | |
| NMP-QATQuantization=Adaptive Neuron-level Mixed Precision2026.05 | 74.58 | — | |
| NMP-QAT2026.05 | 73.4 | 73.4 | |
| QATBit-width=1.58-bit2026.05 | 73.2 | — | |
| PPSOQuantization=Mixed Precision2026.05 | 69.5 | — | |
| QATBit-width=1-bit2026.05 | 69.2 | — | |
| NMP-QATBackbone=TabFormer2026.05 | 68.7 | — | |
| QATBit-width=16-bit2026.05 | 67.8 | — | |
| PPSO2026.05 | 67.5 | 67.5 | |
| QATBit-width=8-bit2026.05 | 67.3 | — | |
| OWQBackbone=TabFormer2026.05 | 67.3 | — | |
| PPSOBackbone=TabFormer2026.05 | 67.2 | — | |
| QATBit-width=4-bit2026.05 | 67.1 | — | |
| QATBit-width=1-bit2026.05 | 66.7 | 66.7 | |
| QATBit-width=1.58-bit2026.05 | 66.5 | 66.5 | |
| QATBit-width=1.58-bit2026.05 | 65.7 | — | |
| QATBit-width=1-bit2026.05 | 64.8 | — | |
| OWQ2026.05 | 61.7 | 58 | |
| QATBit-width=4-bit2026.05 | 49.9 | 49.9 | |
| QATBit-width=8-bit2026.05 | 49.9 | 49.9 |