Symbolic Regression on SRBench black-box (test)
0.842R^2GenSR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GenSRNoise level (epsilon)=02026.05 | 0.842 | 35 | — | |
| GenSR2026.02 | 0.8416 | 35.05 | 2,725 | |
| SBP-GPModel Size=639, Training Time (s)=166745.462024.06 | 0.7989 | — | — | |
| OperonModel Size=65.0, Training Time (s)=2979.432024.06 | 0.7948 | — | — | |
| Operon2026.02 | 0.7945 | 65.69 | 2,974 | |
| OperonNoise level (epsilon)=02026.05 | 0.794 | 66 | — | |
| TPSRModel Size=95.7, Training Time (s)=504.382024.06 | 0.792 | — | — | |
| SBP-GPNoise level (epsilon)=02026.05 | 0.787 | 634 | — | |
| SBP-GP2026.02 | 0.7869 | 634 | 149,344 | |
| FEATModel Size=74.2, Training Time (s)=6723.912024.06 | 0.7847 | — | — | |
| XGBModel Size=16400, Training Time (s)=240.582024.06 | 0.7758 | — | — | |
| FEAT2026.02 | 0.7621 | 82.49 | 6,432 | |
| EPLEXModel Size=55.8, Training Time (s)=15673.692024.06 | 0.7604 | — | — | |
| XGB2026.02 | 0.7496 | 20,186 | 236 | |
| GP-GOMEAModel Size=27.3, Training Time (s)=9063.542024.06 | 0.7466 | — | — | |
| GP-GOMEA2026.02 | 0.7381 | 30.27 | 9,636 | |
| GP-GOMEANoise level (epsilon)=02026.05 | 0.738 | 30 | — | |
| EPLEX2026.02 | 0.7372 | 53.14 | 15,796 | |
| EPLEXNoise level (epsilon)=02026.05 | 0.737 | 53 | — | |
| BingoModel Size=22.2, Training Time (s)=53537.422024.06 | 0.712 | — | — | |
| AdaBoostModel Size=10000, Training Time (s)=65.292024.06 | 0.7048 | — | — | |
| RandomForestModel Size=1.54e+06, Training Time (s)=120.212024.06 | 0.6985 | — | — | |
| AdaBoost2026.02 | 0.6939 | 9,481 | 65.12 | |
| AFP_FEModel Size=35.6, Training Time (s)=6153.502024.06 | 0.6646 | — | — | |
| RandomForest2026.02 | 0.6615 | 1,517,178 | 120.4 | |
| AFPModel Size=34.5, Training Time (s)=6002.552024.06 | 0.6576 | — | — | |
| DSR-OCTModel Size=14.8, Training Time (s)=4267.682024.06 | 0.6424 | — | — | |
| LGBM2026.02 | 0.641 | 5,734 | 29.9 | |
| ITEAModel Size=112, Training Time (s)=12337.482024.06 | 0.6407 | — | — | |
| AFP-FE2026.02 | 0.64 | 36.04 | 6,184 | |
| AFP-FENoise level (epsilon)=02026.05 | 0.64 | 36 | — | |
| LGBMModel Size=5500, Training Time (s)=28.532024.06 | 0.6377 | — | — | |
| AFP2026.02 | 0.6333 | 34.89 | 6,033 | |
| AFPNoise level (epsilon)=02026.05 | 0.633 | 35 | — | |
| ITEA2026.02 | 0.6295 | 116.7 | 12,183 | |
| ITEANoise level (epsilon)=02026.05 | 0.629 | 117 | — | |
| MDLNoise level (epsilon)=02026.05 | 0.626 | 30 | — | |
| MDL2026.02 | 0.6258 | 29.88 | 541.7 | |
| CADSRModel Size=11.9, Training Time (s)=5643.432024.06 | 0.6155 | — | — | |
| KernelRidgeModel Size=1820, Training Time (s)=38.882024.06 | 0.6151 | — | — | |
| KernelRidge2026.02 | 0.5952 | 1,824 | 39.19 | |
| DSR-NCTModel Size=8.89, Training Time (s)=35096.162024.06 | 0.5717 | — | — | |
| DSR2026.02 | 0.5625 | 9.465 | 36,852 | |
| DSRNoise level (epsilon)=02026.05 | 0.562 | 10 | — | |
| LEENoise level (epsilon)=02026.05 | 0.559 | 9 | — | |
| FFX2026.02 | 0.5575 | 1,562 | 244.3 | |
| SPL2026.02 | 0.5472 | 12.96 | 2,047 | |
| SPLNoise level (epsilon)=02026.05 | 0.547 | 13 | — | |
| gplearnModel Size=16.3, Training Time (s)=24157.992024.06 | 0.5413 | — | — | |
| GPlearn2026.02 | 0.539 | 19.06 | 24,254 | |
| GPlearnNoise level (epsilon)=02026.05 | 0.539 | 19 | — | |
| MLPModel Size=3880, Training Time (s)=30.472024.06 | 0.5312 | — | — | |
| MRGP2026.02 | 0.53 | 10,802 | 165,007 | |
| MLP2026.02 | 0.5238 | 3,882 | 30.49 | |
| LinearModel Size=17.4, Training Time (s)=0.242024.06 | 0.4542 | — | — | |
| Linear2026.02 | 0.4437 | 17.4 | 0.2447 | |
| MRGPModel Size=12100, Training Time (s)=190697.782024.06 | 0.4179 | — | — | |
| E2ESR2026.02 | 0.3612 | 61.09 | 7.101 | |
| E2ESRNoise level (epsilon)=02026.05 | 0.361 | 61 | — | |
| SNIPNoise level (epsilon)=02026.05 | 0.334 | 39 | — | |
| SNIP2026.02 | 0.3335 | 38.91 | 3.286 | |
| RSRM2026.02 | 0.3324 | 9.23 | 1,752 | |
| RSRMNoise level (epsilon)=02026.05 | 0.332 | 9 | — | |
| BSR2026.02 | 0.2725 | 22.52 | 59,822 | |
| BSRModel Size=19.8, Training Time (s)=20426.862024.06 | 0.2576 | — | — | |
| AIFeynman22026.02 | 0.211 | 2,240 | 86,854 | |
| AIFeynman2Noise level (epsilon)=02026.05 | 0.211 | 2,240 | — | |
| NeurSRNoise level (epsilon)=02026.05 | 0.123 | 13 | — | |
| NeurSR2026.02 | 0.1228 | 13.33 | 11.7 | |
| FFXModel Size=1570, Training Time (s)=243.742024.06 | -0.6677 | — | — | |
| AIFeynmanModel Size=2500, Training Time (s)=82069.312024.06 | -3.7451 | — | — |