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Author

Nora Ayanian

2 papers indexed here

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Preprint Oct 2026

Distribution-Transfer Safe-Horizon MPC under Mode Uncertainty

This work constructs a confidence set for the unknown categorical mode law and derives a multiplicative domination bound that transfers a Safe-Horizon collision-risk certificate from a selected scenario-sampling distribution to every law in the confidence set.

Stephen Crawford, Nora Ayanian · 0 citations
Preprint Oct 2026

Neural Barriers: An Online Certifiable Learning-enhanced Adaptive High Order Safety Critical Control

Control barrier functions are an effective model-based tool to formally certify the safety of a system. However, transferring their theoretical guarantees to real-world robotics systems requires high model fidelity. For example, payloads or wind disturbances can cause significant model perturbations to an aerial vehicl...

Li-Shuo Pan, Mattia Catellani, An Cao et al. · 0 citations

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