Time Series Generation on ETTh
0.22Predictive ScoreTimeGAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TimeGANSequence Length=2562025.05 | 0.22 | 0.442 | 5.872 | |
| TimeGANSequence Length (L)=2562026.05 | 0.22 | 0.442 | 5.872 | |
| TimeGANSequence Length=1282025.05 | 0.153 | 0.188 | 1.553 | |
| TimeGANSequence Length (L)=1282026.05 | 0.153 | 0.188 | 1.553 | |
| Cot-GANSequence Length=642025.05 | 0.135 | 0.296 | 3.008 | |
| COT-GANSequence Length (L)=642026.05 | 0.135 | 0.296 | 3.008 | |
| DiffwaveSequence Length=642025.05 | 0.133 | 0.254 | 1.543 | |
| DiffWaveSequence Length (L)=642026.05 | 0.133 | 0.254 | 1.543 | |
| TimeGANSequence Length=642025.05 | 0.132 | 0.227 | 1.13 | |
| DiffwaveSequence Length=2562025.05 | 0.132 | 0.304 | 2.899 | |
| TimeGANSequence Length (L)=642026.05 | 0.132 | 0.227 | 1.13 | |
| DiffWaveSequence Length (L)=2562026.05 | 0.132 | 0.304 | 2.899 | |
| Diffwave2025.05 | 0.13 | 0.19 | 0.873 | |
| DiffwaveSequence Length=1282025.05 | 0.129 | 0.274 | 2.354 | |
| Cot-GANSequence Length=2562025.05 | 0.129 | 0.461 | 4.075 | |
| Cot-GAN2025.05 | 0.129 | 0.325 | 0.98 | |
| COT-GANSequence Length (L)=2562026.05 | 0.129 | 0.461 | 4.075 | |
| DiffWaveSequence Length (L)=1282026.05 | 0.129 | 0.274 | 2.354 | |
| Cot-GANSequence Length=1282025.05 | 0.126 | 0.451 | 2.639 | |
| TimeVAE2025.05 | 0.126 | 0.209 | 0.805 | |
| COT-GANSequence Length (L)=1282026.05 | 0.126 | 0.451 | 2.639 | |
| TimeGAN2025.05 | 0.124 | 0.114 | 0.3 | |
| DiffTime2025.05 | 0.121 | 0.1 | 0.299 | |
| Original2025.05 | 0.121 | — | — | |
| DiffTimeSequence Length=1282025.05 | 0.12 | 0.176 | 2.554 | |
| DiffTimeSequence Length (L)=1282026.05 | 0.12 | 0.176 | 2.554 | |
| Diffusion-TS2025.05 | 0.119 | 0.061 | 0.116 | |
| TimeVAESequence Length=642025.05 | 0.118 | 0.171 | 0.827 | |
| DiffTimeSequence Length=642025.05 | 0.118 | 0.15 | 1.279 | |
| DiffTimeSequence Length=2562025.05 | 0.118 | 0.243 | 3.524 | |
| MSDformer2025.05 | 0.118 | 0.003 | 0.002 | |
| SDformer2025.05 | 0.118 | 0.003 | 0.008 | |
| TimeVAESequence Length (L)=642026.05 | 0.118 | 0.171 | 0.827 | |
| DiffTimeSequence Length (L)=642026.05 | 0.118 | 0.15 | 1.279 | |
| DiffTimeSequence Length (L)=2562026.05 | 0.118 | 0.243 | 3.524 | |
| SDformerSequence Length=642025.05 | 0.116 | 0.018 | 0.018 | |
| Diffusion-TSSequence Length=642025.05 | 0.116 | 0.106 | 0.631 | |
| Diffusion-TSSequence Length (L)=642026.05 | 0.116 | 0.106 | 0.631 | |
| SDformer-arSequence Length (L)=642026.05 | 0.116 | 0.018 | 0.018 | |
| FlowTSSequence Length (L)=642026.05 | 0.115 | 0.01 | 0.039 | |
| OriginalSequence Length=642025.05 | 0.114 | — | — | |
| TimeMAR-LSequence Length (L)=642026.05 | 0.114 | 0.005 | 0.002 | |
| OriginalSequence Length (L)=642026.05 | 0.114 | — | — | |
| TimeVAESequence Length=1282025.05 | 0.113 | 0.154 | 1.062 | |
| TimeVAESequence Length (L)=1282026.05 | 0.113 | 0.154 | 1.062 | |
| SDFlowSequence Length (L)=642026.05 | 0.113 | 0.003 | 0.001 | |
| MSDformerSequence Length=642025.05 | 0.112 | 0.013 | 0.015 | |
| MSDformerSequence Length=1282025.05 | 0.11 | 0.004 | 0.023 | |
| MSDformerSequence Length=2562025.05 | 0.11 | 0.007 | 0.018 | |
| SDformerSequence Length=1282025.05 | 0.11 | 0.013 | 0.024 | |
| Diffusion-TSSequence Length=1282025.05 | 0.11 | 0.144 | 0.787 | |
| TimeVAESequence Length=2562025.05 | 0.11 | 0.178 | 0.826 | |
| TimeVAESequence Length (L)=2562026.05 | 0.11 | 0.178 | 0.826 | |
| Diffusion-TSSequence Length (L)=1282026.05 | 0.11 | 0.144 | 0.787 | |
| SDformer-arSequence Length (L)=1282026.05 | 0.11 | 0.013 | 0.024 | |
| TimeMAR-LSequence Length (L)=1282026.05 | 0.11 | 0.008 | 0.002 | |
| Diffusion-TSSequence Length=2562025.05 | 0.109 | 0.06 | 0.423 | |
| Diffusion-TSSequence Length (L)=2562026.05 | 0.109 | 0.06 | 0.423 | |
| SDFlowSequence Length (L)=1282026.05 | 0.109 | 0.007 | 0.001 | |
| OriginalSequence Length=1282025.05 | 0.108 | — | — | |
| OriginalSequence Length (L)=1282026.05 | 0.108 | — | — | |
| FlowTSSequence Length (L)=2562026.05 | 0.107 | 0.081 | 0.302 | |
| OriginalSequence Length=2562025.05 | 0.106 | — | — | |
| OriginalSequence Length (L)=2562026.05 | 0.106 | — | — | |
| TimeMAR-LSequence Length (L)=2562026.05 | 0.105 | 0.006 | 0.002 | |
| SDFlowSequence Length (L)=2562026.05 | 0.105 | 0.005 | 0.001 | |
| FlowTSSequence Length (L)=1282026.05 | 0.104 | 0.04 | 0.128 | |
| SDformerSequence Length=2562025.05 | 0.095 | 0.008 | 0.021 | |
| SDformer-arSequence Length (L)=2562026.05 | 0.095 | 0.008 | 0.021 |