Probabilistic adaptation on DynaMix 13 ODE systems (held-out)
1.183Ratio D_step_core / D_step_baseNo transport [Noise Masking]
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| No transport [Noise Masking]Objective=Open-Loop objective2026.05 | 1.183 | 0.929 | 0.232 | 0.298 | 0.357 | |
| Tied transport [Core Collapse]Objective=Open-Loop objective2026.05 | 1.102 | 0.887 | 0.227 | 0.268 | 0.307 | |
| No transport [Blind Uncertainty]Objective=Filtered objective2026.05 | 1.053 | 0.766 | 0.219 | 0.308 | 0.273 | |
| Tied transport (KAFFEE-DynaMix)Objective=Filtered objective2026.05 | 1.038 | 0.806 | 0.216 | 0.688 | 0.256 | |
| DynaMix base (no adaptation)Objective=Zero-shot transferred core2026.05 | 1 | — | — | — | 0.232 | |
| Frozen-Core Shell CalibrationObjective=Zero-shot transferred core2026.05 | 1 | 0.89 | 0.223 | 0.69 | 0.232 |