Stocks
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time-series Generation | Stocks | Discriminative Score0.399 | 29 | |
| Unconditional Time Series Generation | Stocks | Prediction Score0.063 | 16 | |
| Time-series generation | Stocks (test) | Predictive Score23.95 | 12 | |
| Unconditional Time Series Generation | Stocks L=24 (test) | Discrimination Score (DS)0.232 | 10 | |
| Stock Market Prediction | STOCKS F&B (test) | Accuracy0.6 | 9 | |
| Irregular-to-regular Time Series Generation | Stocks 70% missing | DS0.106 | 8 | |
| Irregular-to-regular Time Series Generation | Stocks 50% missing | DS Score0.137 | 8 | |
| Irregular-to-regular Time Series Generation | Stocks 30% missing | DS0.142 | 8 | |
| Continuous Time Series Generation | Stocks 70% missing | MSE0.002 | 6 | |
| Continuous Time Series Generation | Stocks 50% missing | MSE0.002 | 6 | |
| Continuous Time Series Generation | Stocks 30% missing | MSE0.002 | 6 | |
| Forecasting | Stocks dataset S&P 500: AAPL, AMZN, MSFT (last 100 observations) | Average Prediction Interval Width0.0645 | 5 | |
| Time Series Generation | Stocks | Inference Time0.18 | 3 | |
| Pairwise Reasoning Quality Evaluation | Stocks | Domain Relevance (Nexus Win)51.4 | 2 |
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