Simulation-based inference on sbibm SLCP (d=5) suite (test)
100Gap Closed Toward OracleOracle
Evaluation Results
| Method | Links | |
|---|---|---|
| Oracletype=neural2026.06 | 100 | |
| MA-SBIz only=true, n_cal=5002026.06 | 93 | |
| RoPE-EMDrequires ground-truth parameter pairs=true, n_cal=5002026.06 | 28 | |
| RoPE-Sinkhorntuned epsilon=true, requires ground-truth parameter pairs=true, n_cal=5002026.06 | 22 | |
| NNPEvariant=noise-aug, requires ground-truth parameter pairs=true, n_cal=5002026.06 | 20 | |
| NPEmode=baseline, n_cal=5002026.06 | 0 | |
| g(z) -> yregression=direct, requires ground-truth parameter pairs=true, n_cal=5002026.06 | -374 | |
| NPE+z-concatz as NPE input=true, requires ground-truth parameter pairs=true, n_cal=5002026.06 | -425 | |
| g(z) -> thetaregression=direct, requires ground-truth parameter pairs=true, n_cal=5002026.06 | -448 |