Log-likelihood Estimation on COSMOS 2020 (test)
0MeanHutchinson
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HutchinsonNumber of probes=42026.05 | 0 | 3.08 | 1.4 | 2.4 | 0.82 | |
| HutchinsonNumber of probes=82026.05 | 0 | 2.14 | 0.9 | 1.71 | 0.83 | |
| XTraceRank=1, Number of probes=12026.05 | 0 | 6.15 | 0.3 | 4.79 | 0.82 | |
| XTraceRank=4, Number of probes=42026.05 | 0 | 3.74 | 0.3 | 2.98 | 0.82 | |
| Hutch++Rank=4, Number of probes=42026.05 | 0.02 | 2.98 | 0.1 | 2.39 | 0.82 | |
| HutchinsonNumber of probes=22026.05 | 0.03 | 4.37 | 1.9 | 3.38 | 0.83 | |
| HutchinsonNumber of probes=12026.05 | 0.06 | 6.12 | 2.3 | 4.82 | 0.85 | |
| Hutch++Rank=2, Number of probes=22026.05 | 0.08 | 4.46 | 0.3 | 3.5 | 0.82 | |
| StADEstimator type=Stein Amortized Divergence2026.05 | 0.46 | 3.41 | 2.1 | 2.47 | 1 |