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Preprint Oct 2026

Race to Recovery: Designing Advanced Safety Systems for Autonomous Driving via Learning Autonomous Racing

Deployed on a physical 1:10-scale F1TENTH vehicle using system identification, actuator-lag modelling, and domain randomization, the transferred policy outperforms Stanley on every tested loss-of-control state, including recovering 50% of the time from a hard state the baseline never recovers from.

Teodor Ilie, Kléber M. Cabral, S. Givigi · 0 citations

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