Stock
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 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 | |
| Time Series Forecasting | Stock | MAE0.19 | 28 | |
| Short-term forecasting (Horizon 24) | Stock | MSE0.878 | 16 | |
| Short-term forecasting (Horizon 7) | Stock | MSE0.879 | 16 | |
| 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 | |
| Anomaly Detection | Stock | VUS-PR99 | 7 | |
| Regression | Stock | Relative Absolute Error (Avg)13 | 6 | |
| 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 | |
| Synthetic Time Series Generation | Stock | Autocorrelation Score0.239 | 4 | |
| Stock Ranking | Stock | Spearman's ρ0.543 | 3 | |
| Tabular Classification | stock UCI (test) | Balanced Acc91.71 | 3 | |
| Time Series Reconstruction | Stock daily historical data (test) | Discriminative Score0.4943 | 2 | |
| Image tagging | Stock 50K (test) | mIOU@513.81 | 2 | |
| Image-to-Text Retrieval | Stock 10K (test) | R@136.98 | 2 | |
| Delta-presence Evaluation | stock real-world (train) | Delta Presence0.48 | 1 |
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