GAS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Linear Regression | Gas 40% MNAR | Time (s)0.274 | 32 | |
| Density Estimation | GAS d=8; N=1,052,065 (test) | Avg Test Log-Likelihood12.06 | 25 | |
| Density Estimation | GAS | NLL1.15 | 16 | |
| Linear Regression | Gas 60 | Time (s)0.372 | 16 | |
| Linear Regression | Gas 20 | Time (s)0.273 | 16 | |
| Linear Regression | Gas (60% MNAR) | Time (s)0.171 | 16 | |
| Linear Regression | Gas 20% MNAR | Time (s)0.259 | 16 | |
| Time-series Imputation | Gas | MSE0.01 | 16 | |
| Density Estimation | GAS (test) | Average Log-Likelihood12.06 | 10 | |
| Time-series Generation | Gas | Predictive Score0.264 | 7 | |
| Linear Regression | Gas MCAR 20 injected (test) | Time (s)0.065 | 5 | |
| Classification | gas | Test Accuracy99.8 | 5 | |
| Classification | gas | Avg Runtime (s)2.331 | 5 | |
| Linear Regression | Gas 60 MCAR injected (test) | Time (s)0.045 | 4 | |
| Linear Regression | Gas 40 MCAR injected (test) | Time (s)0.082 | 4 | |
| Classification | gas | Rules172.2 | 4 | |
| Generative Modeling | GAS | FID0.11 | 4 | |
| Pairwise-constrained clustering | Gas CO | SSE178,000,000,000,000 | 3 | |
| Pairwise-constrained clustering | Gas methane | SSE267,000,000,000,000 | 3 | |
| Unconditional Density Estimation | GAS UCI (test) | Average CD0.89 | 3 | |
| Density Estimation | GAS UCI (test) | Test Log Likelihood (nats)13.02 | 3 |
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