| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Gaussian d=20 (test) | GAN-DIME | Bias0.01 | 60 | 4d ago | |
| Gaussian d=5, N=64 | CPC | Variance0 | 42 | 4d ago | |
| Out-of-Meta-Distribution (OoMD) (test) | MIST | MSE7.3 | 36 | 4d ago | |
| In-Meta-Distribution (IMD) (test) | MISTQR | MSE0.12 | 36 | 4d ago | |
| High-dimensional image benchmark 32x32 (val) | DBMI | Est. Mutual Information8.447 | 30 | 4d ago | |
| Low-Dimensional Benchmark S=2 to 50, D=10 (test) | DBMI | MI Estimate31.03 | 30 | 4d ago | |
| Low-dimensional benchmark S=10 (test) | DBMI | Mutual Information (MI)79.3 | 30 | 4d ago | |
| Gaussian setting d=20, N=64 | NJEE | Bias0.01 | 30 | 4d ago | |
| Gaussian (d=10, N=64) | NJEE | Bias0.06 | 30 | 4d ago | |
| high-dimensional image benchmark 16 x 16 | DBMI | MI Estimate6.41 | 24 | 4d ago | |
| M extended (test) | MIST(QR) | Time / sample (s)0.0006 | 12 | 4d ago | |
| Gaussian (d=5, N=64, MI=10) | KL-DIME | Variance0.06 | 6 | 4d ago | |
| Gaussian d=5, N=64, MI=8 | KL-DIME | Variance0.06 | 6 | 4d ago | |
| Gaussian (d=5, N=64, MI=6) | NWJ | Variance0.69 | 6 | 4d ago |
