2026Reducing the Sample Complexity of Sampling-based Control via Horizon SplittingAlex Beaudin et. al.ICLRUnder Review
2026Learning-enabled Parameter Synthesis for Nonlinear Systems from Signal Temporal LogicAlex Beaudin and Hanna Krasowski et. al.arXiv:2607.08899ArXivposter
2026Any-Body Guard: Universal Safeguarding for Manipulation Policies via Action MaskingAlex Beaudin and Hanna Krasowski and Kartik Nagpal et. al.arXiv:2606.22278ArXivpreprint
2026Multi-Step Gaussian Process Propagation for Adaptive Path PlanningAlex Beaudin and Bjørn Andreas Kristiansen et. al.arXiv:2604.19148ArXivpreprint
2022Learning Agile Paths from Optimal ControlAlex Beaudin and Hsiu-Chin LinConference on Robot Learning: Workshop on Agile Locomotion