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Author

John Talbot

2 papers indexed here

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Preprint Oct 2026

Simulation Priors for Rapid Adaptation in Model-Based RL for Autonomous Racing

This work introduces Prior-Informed Adaptation (PIA), an offline-to-online model-based RL framework that uses structured simulation priors for rapid adaptation that achieves reliable few-shot adaptation with less than one hour of on-vehicle interaction.

Adrian Remonda, Jia-Jun Xi, Nicklas Hansen et al. · 0 citations
Preprint Oct 2026

Context-Conditioned Hamilton-Jacobi Reachability for Adaptive Safety Filtering

Hamilton-Jacobi reachability constructs safety certificates for specified dynamics and safety constraints, tying each certificate to the deployment context for which it is synthesized. We ask whether a single certificate can instead represent a family of context-dependent safety problems and be queried across deploymen...

Ali Fuat Şahin, Yunus Yazoglu, John Talbot et al. · 0 citations

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