CAPSULE learns probabilistic control-affine dynamics offline to construct uncertainty-incorporating control barrier functions that enforce conservative safety constraints via online action correction in reinforcement learning.
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CAPSULE: Control-Theoretic Action Perturbations for Safe Uncertainty-Aware Reinforcement Learning
CAPSULE learns probabilistic control-affine dynamics offline to construct uncertainty-incorporating control barrier functions that enforce conservative safety constraints via online action correction in reinforcement learning.