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Models/Binary Diffusion

Binary Diffusion

Reported on 24 benchmarks across 1 task · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Miscellaneous24 results

Tabular Data GenerationonTravel
DT Accuracy· 2024-09-20
88.9
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonTravel
LR Accuracy· 2024-09-20
83.79
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonTravel
RF Accuracy· 2024-09-20
89.95
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonDiabetes
DT Accuracy· 2024-09-20
0.5713
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonDiabetes
LR Accuracy· 2024-09-20
0.5775
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonAdult Census Income
DT Accuracy· 2024-09-20
85.27
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonAdult Census Income
LR Accuracy· 2024-09-20
85.45
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonAdult Census Income
RF Accuracy· 2024-09-20
85.74
SOTA
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonSICK
DT Accuracy· 2024-09-20
97.07
best: 97.72 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonSICK
LR Accuracy· 2024-09-20
96.14
best: 97.72 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonSICK
Parameters(M)· 2024-09-20
1.4
best: 355 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonSICK
RF Accuracy· 2024-09-20
96.59
best: 98.3 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonHELOC
DT Accuracy· 2024-09-20
70.25
best: 81.4 (Distill-GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonHELOC
LR Accuracy· 2024-09-20
71.76
best: 71.9 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonHELOC
Parameters(M)· 2024-09-20
2.6
best: 355 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonHELOC
RF Accuracy· 2024-09-20
70.47
best: 82.14 (Distill-GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonCalifornia Housing Prices
DT Mean Squared Error· 2024-09-20
0.45
best: 0.39 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonCalifornia Housing Prices
LR Mean Squared Error· 2024-09-20
0.55
best: 0.34 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonCalifornia Housing Prices
Parameters(M)· 2024-09-20
1.5
best: 355 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonCalifornia Housing Prices
RF Mean Squared Error· 2024-09-20
0.39
best: 0.28 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonTravel
Parameters(M)· 2024-09-20
1.1
best: 355 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonDiabetes
Parameters(M)· 2024-09-20
1.8
best: 355 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonDiabetes
RF Accuracy· 2024-09-20
0.5752
best: 0.5834 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882
Tabular Data GenerationonAdult Census Income
Parameters(M)· 2024-09-20
1.4
best: 355 (GReaT)
Tabular Data Generation using Binary Diffusion arXiv:2409.13882