Regression on KVS
2.295MSEFP
Evaluation Results
| Method | Links | |
|---|---|---|
| FPBackbone=TabFormer, Quantization Scheme=Full Precision, Bit-width=32-bit2026.05 | 2.295 | |
| FPPrecision=Full Precision2026.05 | 2.295 | |
| OWQQuantization=Outlier-Aware2026.05 | 2.41 | |
| NMP-QATQuantization=Adaptive Neuron-level Mixed Precision2026.05 | 2.616 | |
| NMP-QAT2026.05 | 2.795 | |
| QATBit-width=1.58-bit2026.05 | 2.89 | |
| QATBit-width=1-bit2026.05 | 2.95 | |
| QATBit-width=16-bit2026.05 | 2.996 | |
| QATBit-width=4-bit2026.05 | 3.068 | |
| PPSOQuantization=Mixed Precision2026.05 | 3.098 | |
| QATBit-width=8-bit2026.05 | 3.11 | |
| PPSO2026.05 | 3.303 | |
| QATBit-width=1.58-bit2026.05 | 3.67 | |
| OWQ2026.05 | 3.672 | |
| QATBit-width=1-bit2026.05 | 3.68 | |
| NMP-QATBackbone=TabFormer, Quantization Scheme=Weights+Activation, Bit-width=Mixed2026.05 | 4.559 | |
| Full PrecisionPrecision=Full Precision2026.05 | 5.379 | |
| QATBit-width=4-bit2026.05 | 8.696 | |
| QATBit-width=8-bit2026.05 | 8.708 | |
| OWQBackbone=TabFormer, Quantization Scheme=Weights+Activation2026.05 | 312.4 | |
| QATBackbone=TabFormer, Quantization Scheme=Weights+Activation, Bit-width=1-bit2026.05 | 426.7 | |
| QATBackbone=TabFormer, Quantization Scheme=Weights+Activation, Bit-width=1.58-bit2026.05 | 426.7 | |
| QATBackbone=TabFormer, Quantization Scheme=Weights+Activation, Bit-width=4-bit2026.05 | 426.7 | |
| QATBackbone=TabFormer, Quantization Scheme=Weights+Activation, Bit-width=8-bit2026.05 | 426.7 | |
| QATBackbone=TabFormer, Quantization Scheme=Weights+Activation, Bit-width=16-bit2026.05 | 426.7 | |
| PPSOBackbone=TabFormer, Quantization Scheme=Weights+Activation2026.05 | 426.7 |