Manywell
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Unconditional modeling | Manywell d = 32 | Δ log Z14.99 | 29 | |
| Sampling on discretised synthetic densities | ManyWell (d=32) | Sinkhorn Dist.0.04 | 15 | |
| Sampling from synthetic distributions | Manywell D=32 | Partition Function Error (Zr)0.153 | 13 | |
| Amortised Sampling | ManyWell d = 64 | MMD0.043 | 10 | |
| Sampling | ManyWell-32 N=30 chains | Lambda_hat_K Statistic3.148 | 8 | |
| Sampling | ManyWell-32 (N=10 chains) | R Statistic5,704 | 8 | |
| Sampling | ManyWell-32 N=5 chains | R251 | 8 | |
| Sampling on discretised synthetic densities | ManyWell (d=80) | MMD0.01 | 8 |
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