Actor-blind probes outrank human replay and PDM-Closed on NAVSIM's full navtest split when a dependency-sensitive velocity refit diverges and reference-conditioned forgiveness turns shared failures into passes.
In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
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When Shared Rollouts Fail in Defensive Driving Evaluation: A NAVSIM Score Basis Audit
Actor-blind probes outrank human replay and PDM-Closed on NAVSIM's full navtest split when a dependency-sensitive velocity refit diverges and reference-conditioned forgiveness turns shared failures into passes.