arxivcs.ROeess.SY2026-07-01
From Prediction Uncertainty to Conformalized Distance Fields for Safe Motion Planning
Jaeuk Shin, Yoonseok Ra, Insoon Yang
Safe motion planning in dynamic environments requires reasoning about the uncertainty in predicted obstacle motion without sacrificing real-time performance. Existing conformal approaches conformalize a scalar score that aggregates per-obstacle prediction errors, losing spatial c…