RBFLLocked Law / 3D Phase Detector
Benchmark dashboard

Current reproducibility and detector results.

These results are packaged from the current reproducibility bundle. The velocity law remains locked; the detector was improved by phase-decoding observable structure.

143/165Original strict SPARC corridor
154/165Original soft corridor
95%Holdout phase-state match with event band
70%Locked-law holdout velocity pass

Detector improvement

Holdout detection state match
Holdout phase-state matching.
Holdout combined tolerance
Combined velocity + phase tolerance.
Detector feature importance
Feature importance for the phase detector.
Lambda detector holdout states
Detector states after adjustable event-band classification.

Lensing / event channel

Lensing arcs and Bullet-style amplification are detection only. They constrain projected event geometry and switching boundaries.

Bullet kappa proxy maps

Weak and strong lensing pilots

The site includes pilot figures for weak-lensing BTFR and strong-lensing enclosed mass correlations. They are not full arc inversions.

Weak lensing BTFRStrong lensing correlation

Important limitation

The current detector estimates 3D field shape from projected observables. Better 3D baryonic maps, full lensing convergence maps, wide-binary 3D velocities, and timing datasets are the path to improving the detector further.