GAS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Density Estimation | GAS d=8; N=1,052,065 (test) | Avg Test Log-Likelihood12.06 | 25 | |
| Time-series Imputation | Gas | MSE0.01 | 16 | |
| Density Estimation | GAS (test) | Average Log-Likelihood12.06 | 10 | |
| Time-series Generation | Gas | Predictive Score0.264 | 7 | |
| Classification | gas | Test Accuracy99.8 | 5 | |
| Classification | gas | Avg Runtime (s)2.331 | 5 | |
| 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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