Stock
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Forecasting | Stock | MAE0.19 | 45 | |
| Tabular Data Synthesis | stock | Chi-squared Result0.1 | 37 | |
| Classification | stock | Balanced Acc91.11 | 36 | |
| Tabular Data Synthesis | stock | Inverse KL Divergence0.15 | 36 | |
| Tabular Data Synthesis Fidelity | stock | KS Test (Mean)0.62 | 36 | |
| Anomaly Detection | Stock | VUS-PR99.8 | 25 | |
| System-level data generation | Stock | Marginal Fidelity1.371 | 17 | |
| Short-term forecasting (Horizon 24) | Stock | MSE0.878 | 16 | |
| Short-term forecasting (Horizon 7) | Stock | MSE0.879 | 16 | |
| Time-series Imputation | STOCK Original (In-Sample) | MAE0.275 | 11 | |
| Time-series Imputation | STOCK (Original Out-of-Sample) | MAE0.254 | 11 | |
| Node Clustering | Stock (test) | Accuracy45.3 | 11 | |
| Regression | Stock | RAE0.11 | 10 | |
| Regression | Stock | Average RRSE0.13 | 10 | |
| Time-series modeling | Stock-ADBE | MISE8.05 | 10 | |
| Sample generation | stock | Standardized Energy Distance4.3 | 8 | |
| Anomaly Detection | Stock univariate | VUS-PR99.3 | 8 | |
| Regression | Stock | Relative MSE Improvement (%)16.22 | 6 | |
| Regression | Stock | Relative Absolute Error (Avg)13 | 6 | |
| Time-series Imputation | STOCK (In-Sample) | Fourier Wasserstein Distance0.0532 | 4 | |
| Time-series Imputation | STOCK (Out-of-Sample) | Wasserstein Distance (WD)3.1422 | 4 | |
| Time-series Imputation | STOCK (In-Sample) | Wasserstein Distance (WD)3.3878 | 4 | |
| stock | stock | Answer Rate73.6 | 4 | |
| Time Series Generation | Stock daily historical data (test) | Discriminative Score0.4966 | 4 | |
| Generative modeling | Stock | Marginal (1+)1.181 | 4 |
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