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Interactive Driving Planning on Interactive U-turn Simulation JAX-based (100 trials)

1Success RateDualShield
-0.040.230.50.77Jan 22, 2026

Evaluation results

MethodLinks
DualShieldAverage computation time (Tc)=0.78s2026.01100.264.72.78
MBDAverage computation time (Tc)=0.41s2026.010.90.10.164.33.1
DualGuard-MPPIAverage computation time (Tc)=0.24s2026.010.800.247.396.4
NMPCAverage computation time (Tc)=0.38s2026.01000.28—0.1