Time-series Generation on Stocks
0.399Discriminative ScoreC-RNN-GAN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| C-RNN-GANGeneration Mode=Unconstrained2023.07 | 0.399 | — | 0.038 | — | |
| C-RNN-GAN2022.05 | 0.29 | 0.027 | — | — | |
| RCGAN2022.05 | 0.26 | 0.021 | — | — | |
| COT-GAN2022.05 | 0.26 | 0.012 | — | — | |
| P-ForcingGeneration Mode=Unconstrained2023.07 | 0.257 | — | 0.043 | — | |
| TsT-GANConfiguration=- Embedding2022.05 | 0.254 | 0.016 | — | — | |
| WaveNetGeneration Mode=Unconstrained2023.07 | 0.232 | — | 0.042 | — | |
| Diffwave2025.05 | 0.232 | — | 0.047 | 0.232 | |
| Cot-GAN2025.05 | 0.23 | — | 0.047 | 0.408 | |
| T-ForcingGeneration Mode=Unconstrained2023.07 | 0.226 | — | 0.038 | — | |
| WaveGANGeneration Mode=Unconstrained2023.07 | 0.217 | — | 0.041 | — | |
| TsT-GANConfiguration=Base2022.05 | 0.2 | 0.02 | — | — | |
| RCGANGeneration Mode=Unconstrained2023.07 | 0.196 | — | 0.04 | — | |
| TimeGAN2022.05 | 0.191 | 0.011 | — | — | |
| TsT-GANConfiguration=- MM2022.05 | 0.171 | 0.013 | — | — | |
| TimeVAE2025.05 | 0.145 | — | 0.039 | 0.215 | |
| TsT-GANConfiguration=- ML2022.05 | 0.14 | 0.011 | — | — | |
| TsT-GANConfiguration=Full2022.05 | 0.122 | 0.009 | — | — | |
| TsT-GANConfiguration=- MM + Auto2022.05 | 0.118 | 0.012 | — | — | |
| TimeGANGeneration Mode=Unconstrained2023.07 | 0.102 | — | 0.038 | — | |
| TimeGAN2025.05 | 0.102 | — | 0.038 | 0.103 | |
| DiffTimeGeneration Mode=Unconstrained2023.07 | 0.097 | — | 0.038 | — | |
| DiffTime2025.05 | 0.097 | — | 0.038 | 0.236 | |
| P-Forcing2022.05 | 0.088 | 0.018 | — | — | |
| GT-GANGeneration Mode=Unconstrained2023.07 | 0.077 | — | 0.04 | — | |
| Diffusion-TS2025.05 | 0.067 | — | 0.036 | 0.147 | |
| COPGeneration Mode=Unconstrained2023.07 | 0.05 | — | 0.041 | — | |
| SDformer2025.05 | 0.01 | — | 0.037 | 0.002 | |
| MSDformer2025.05 | 0.005 | — | 0.037 | 0.002 | |
| OriginalData=Original Data2022.05 | — | 0.01 | — | — | |
| OriginalGeneration Mode=Ground Truth2023.07 | — | — | 0.036 | — | |
| Original2025.05 | — | — | 0.036 | — |