Time-series Generation on Energy
0.553Discriminative ScoreP-Forcing
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| P-Forcing2022.05 | 0.553 | 0.059 | — | — | — | |
| C-RNN-GAN2022.05 | 0.547 | 0.069 | — | — | — | |
| TsT-GANConfiguration=Base2022.05 | 0.529 | 0.089 | — | — | — | |
| RCGAN2022.05 | 0.5 | 0.068 | — | — | — | |
| COT-GAN2022.05 | 0.5 | 0.056 | — | — | — | |
| TimeGANSequence Length=1282025.05 | 0.499 | — | 0.303 | 2.535 | — | |
| TimeGANSequence Length=2562025.05 | 0.499 | — | 0.351 | 5.032 | — | |
| TimeVAESequence Length=642025.05 | 0.499 | — | 0.302 | 2.662 | — | |
| TimeVAESequence Length=1282025.05 | 0.499 | — | 0.318 | 3.125 | — | |
| TimeVAESequence Length=2562025.05 | 0.499 | — | 0.353 | 3.768 | — | |
| DiffwaveSequence Length=1282025.05 | 0.499 | — | 0.252 | 5.552 | — | |
| DiffwaveSequence Length=2562025.05 | 0.499 | — | 0.251 | 5.572 | — | |
| Cot-GANSequence Length=642025.05 | 0.499 | — | 0.262 | 1.824 | — | |
| Cot-GANSequence Length=1282025.05 | 0.499 | — | 0.269 | 1.822 | — | |
| TimeGANSequence Length (L)=1282026.05 | 0.499 | — | 0.303 | 2.535 | — | |
| TimeGANSequence Length (L)=2562026.05 | 0.499 | — | 0.351 | 5.032 | — | |
| COT-GANSequence Length (L)=642026.05 | 0.499 | — | 0.262 | 1.824 | — | |
| COT-GANSequence Length (L)=1282026.05 | 0.499 | — | 0.269 | 1.822 | — | |
| TimeVAESequence Length (L)=642026.05 | 0.499 | — | 0.302 | 2.662 | — | |
| TimeVAESequence Length (L)=1282026.05 | 0.499 | — | 0.318 | 3.125 | — | |
| TimeVAESequence Length (L)=2562026.05 | 0.499 | — | 0.353 | 3.768 | — | |
| DiffWaveSequence Length (L)=1282026.05 | 0.499 | — | 0.252 | 5.552 | — | |
| DiffWaveSequence Length (L)=2562026.05 | 0.499 | — | 0.251 | 5.572 | — | |
| TsT-GANConfiguration=- MM2022.05 | 0.498 | 0.057 | — | — | — | |
| TimeGANSequence Length=642025.05 | 0.498 | — | 0.291 | 1.23 | — | |
| Cot-GANSequence Length=2562025.05 | 0.498 | — | 0.275 | 2.533 | — | |
| TimeGANSequence Length (L)=642026.05 | 0.498 | — | 0.291 | 1.23 | — | |
| COT-GANSequence Length (L)=2562026.05 | 0.498 | — | 0.275 | 2.533 | — | |
| TsT-GANConfiguration=- Embedding2022.05 | 0.497 | 0.081 | — | — | — | |
| DiffwaveSequence Length=642025.05 | 0.497 | — | 0.252 | 2.697 | — | |
| DiffWaveSequence Length (L)=642026.05 | 0.497 | — | 0.252 | 2.697 | — | |
| TimeGAN2022.05 | 0.496 | 0.05 | — | — | — | |
| TsT-GANConfiguration=- MM + Auto2022.05 | 0.488 | 0.054 | — | — | — | |
| T-ForcingGeneration Mode=Unconstrained2023.07 | 0.483 | — | 0.315 | — | — | |
| TsT-GANConfiguration=- ML2022.05 | 0.465 | 0.047 | — | — | — | |
| C-RNN-GANGeneration Mode=Unconstrained2023.07 | 0.449 | — | 0.483 | — | — | |
| DiffTimeGeneration Mode=Unconstrained2023.07 | 0.445 | — | 0.252 | — | — | |
| TsT-GANConfiguration=Full2022.05 | 0.442 | 0.039 | — | — | — | |
| DiffTimeSequence Length=2562025.05 | 0.437 | — | 0.251 | 4.735 | — | |
| DiffTimeSequence Length (L)=2562026.05 | 0.437 | — | 0.251 | 4.735 | — | |
| P-ForcingGeneration Mode=Unconstrained2023.07 | 0.412 | — | 0.303 | — | — | |
| WaveNetGeneration Mode=Unconstrained2023.07 | 0.397 | — | 0.311 | — | — | |
| DiffTimeSequence Length=1282025.05 | 0.396 | — | 0.251 | 1.344 | — | |
| DiffTimeSequence Length (L)=1282026.05 | 0.396 | — | 0.251 | 1.344 | — | |
| WaveGANGeneration Mode=Unconstrained2023.07 | 0.363 | — | 0.307 | — | — | |
| RCGANGeneration Mode=Unconstrained2023.07 | 0.336 | — | 0.292 | — | — | |
| DiffTimeSequence Length=642025.05 | 0.328 | — | 0.252 | 0.762 | — | |
| DiffTimeSequence Length (L)=642026.05 | 0.328 | — | 0.252 | 0.762 | — | |
| Diffusion-TSSequence Length=2562025.05 | 0.29 | — | 0.245 | 0.126 | — | |
| Diffusion-TSSequence Length (L)=2562026.05 | 0.29 | — | 0.245 | 0.126 | — | |
| TimeGANGeneration Mode=Unconstrained2023.07 | 0.236 | — | 0.273 | — | — | |
| GT-GANGeneration Mode=Unconstrained2023.07 | 0.221 | — | 0.312 | — | — | |
| Diffusion-TSSequence Length=1282025.05 | 0.143 | — | 0.247 | 0.087 | — | |
| Diffusion-TSSequence Length (L)=1282026.05 | 0.143 | — | 0.247 | 0.087 | — | |
| COPGeneration Mode=Unconstrained2023.07 | 0.101 | — | 0.25 | — | — | |
| UPLOTS (Empty)Type=Multi, Generation length=962026.06 | 0.0853 | — | 0.1885 | 0.0807 | — | |
| Diffusion-TSSequence Length=642025.05 | 0.078 | — | 0.249 | 0.135 | — | |
| Diffusion-TSSequence Length (L)=642026.05 | 0.078 | — | 0.249 | 0.135 | — | |
| UPLOTS (Empty)Type=Multi, Generation Length=482026.06 | 0.067 | — | 0.1885 | 0.0807 | — | |
| UPLOTS (Empty)Type=Multi2026.06 | 0.0487 | — | 0.1885 | 0.0807 | — | |
| TimeDPType=Multi, Generation Length=482026.06 | 0.0396 | — | 0.1877 | 0.0849 | — | |
| TimeDPType=Multi2026.06 | 0.0388 | — | 0.1879 | 0.0702 | — | |
| Diffusion-TSType=Single, Generation length=962026.06 | 0.0301 | — | 0.1876 | 0.0804 | — | |
| TimeDPType=Multi, Generation length=962026.06 | 0.0298 | — | 0.1877 | 0.0904 | — | |
| TimeGANType=Single, Generation length=962026.06 | 0.026 | — | 0.1876 | 0.4289 | — | |
| TimeVAEType=Single, Generation length=962026.06 | 0.0241 | — | 0.1873 | 0.3494 | — | |
| TimeVAEType=Single2026.06 | 0.0202 | — | 0.1877 | 0.2448 | — | |
| DiffwaveType=Single2026.06 | 0.0182 | — | 0.1879 | 0.0814 | — | |
| DiffwaveType=Single, Generation Length=482026.06 | 0.0176 | — | 0.1876 | 0.0672 | — | |
| Diffusion-TSType=Single, Generation Length=482026.06 | 0.0174 | — | 0.1877 | 0.0597 | — | |
| SDformerSequence Length=2562025.05 | 0.017 | — | 0.243 | 0.041 | — | |
| SDformer-arSequence Length (L)=2562026.05 | 0.017 | — | 0.243 | 0.041 | — | |
| TimeGANType=Single2026.06 | 0.0168 | — | 0.1876 | 0.1865 | — | |
| TimeGANType=Single, Generation Length=482026.06 | 0.0165 | — | 0.1877 | 0.2574 | — | |
| DiffTimeType=Single, Generation Length=482026.06 | 0.0153 | — | 0.1876 | 0.0616 | — | |
| DiffTimeType=Single2026.06 | 0.0153 | — | 0.1878 | 0.0553 | — | |
| DiffwaveType=Single, Generation length=962026.06 | 0.0152 | — | 0.1879 | 0.0615 | — | |
| TimeVAEType=Single, Generation Length=482026.06 | 0.0143 | — | 0.1875 | 0.4577 | — | |
| UPLOTS (GPT2)Type=Multi, Generation Length=482026.06 | 0.0133 | — | 0.1876 | 0.0585 | — | |
| Diffusion-TSType=Single2026.06 | 0.0132 | — | 0.1878 | 0.0364 | — | |
| SDformerSequence Length=1282025.05 | 0.013 | — | 0.244 | 0.036 | — | |
| SDformer-arSequence Length (L)=1282026.05 | 0.013 | — | 0.244 | 0.036 | — | |
| UPLOTS (llama3)Type=Multi, Generation Length=482026.06 | 0.0128 | — | 0.1876 | 0.0579 | — | |
| UPLOTS (llama3)Type=Multi2026.06 | 0.0128 | — | 0.1876 | 0.0355 | — | |
| UPLOTS (GPT2)Type=Multi2026.06 | 0.0123 | — | 0.1876 | 0.0358 | — | |
| DiffTimeType=Single, Generation length=962026.06 | 0.0119 | — | 0.1877 | 0.0561 | — | |
| UPLOTS (GPT2)Type=Multi, Generation length=962026.06 | 0.0113 | — | 0.1876 | 0.0358 | — | |
| UPLOTS (llama3)Type=Multi, Generation length=962026.06 | 0.0112 | — | 0.1876 | 0.0355 | — | |
| MSDformerSequence Length=2562025.05 | 0.01 | — | 0.243 | 0.032 | — | |
| SDformerSequence Length=642025.05 | 0.01 | — | 0.247 | 0.031 | — | |
| SDformer-arSequence Length (L)=642026.05 | 0.01 | — | 0.247 | 0.031 | — | |
| MSDformerSequence Length=642025.05 | 0.009 | — | 0.247 | 0.027 | — | |
| TimeMAR-LSequence Length (L)=2562026.05 | 0.009 | — | 0.243 | 0.008 | — | |
| MSDformerSequence Length=1282025.05 | 0.007 | — | 0.244 | 0.034 | — | |
| SDFlowSequence Length (L)=2562026.05 | 0.007 | — | 0.242 | 0.002 | — | |
| TimeMAR-LSequence Length (L)=642026.05 | 0.006 | — | 0.247 | 0.002 | — | |
| TimeMAR-LSequence Length (L)=1282026.05 | 0.005 | — | 0.244 | 0.003 | — | |
| SDFlowSequence Length (L)=1282026.05 | 0.005 | — | 0.244 | 0.002 | — | |
| SDFlowSequence Length (L)=642026.05 | 0.004 | — | 0.247 | 0.002 | — | |
| Diffusion-TSNumber of samples=10242025.05 | — | — | — | — | 34.92 |