Simulation-Based Inference on SLCP (C2ST Statistical Metrics)
0.903Median C2STRoPE-Faithful (with Step 2)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RoPE-Faithful (with Step 2)Backbone=flow-NPE, n_cal=500, N_s=2000, Seeds=10, Step 2 fine-tuning=with2026.06 | 0.903 | 0.897 | 336 | 1 | |
| RoPE-Faithful (no Step 2)Backbone=flow-NPE, n_cal=500, N_s=2000, Seeds=10, Step 2 fine-tuning=no2026.06 | 0.892 | 0.881 | 313 | 1 | |
| RoPE-EMD (simplified)Backbone=flow-NPE, n_cal=500, N_s=2000, Seeds=102026.06 | 0.762 | 0.757 | 5 | 0.999 | |
| NPE (biased)Backbone=flow-NPE, n_cal=500, N_s=2000, Seeds=102026.06 | 0.758 | 0.755 | 0 | 0.999 | |
| MA-SBI (z only)Backbone=flow-NPE, n_cal=500, N_s=2000, Seeds=102026.06 | 0.719 | 0.712 | 93.6 | 0.0001 | |
| Oracle (known δ)Backbone=flow-NPE, n_cal=500, N_s=2000, Seeds=102026.06 | 0.714 | 0.708 | 100 | — |