Staggered Integral Online Conformal Prediction for Safe Dyna
Overview
Source roundup from published reports. Claims below are attributed to their publishers, not independently verified. arXiv Robotics — research abstracts: Staggered Integral Online Conformal Prediction for Safe Dynamics Adaptation. SI-OCP quantifies model uncertainty using an integral score function. It ensures long-run safety with robust controllers like tube MPC. Validated via DNN quadcopter simulation.
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Environment: simulation
“controllers, including robust tube model predictive control. Finally, we validate the proposed approach through a numerical simulation of an all-layer deep neural network (DNN) adaptive quadcopter using robust tube (MPC), highlighting the applicability of our method to complex learning parameterizations and control strategies.”
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- arXiv Robotics — research abstractsStaggered Integral Online Conformal Prediction for Safe Dynamics Adaptation
SI-OCP quantifies model uncertainty using an integral score function. It ensures long-run safety with robust controllers like tube MPC. Validated via DNN quadcopter simulation.
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