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Published in 2025 at "IEEE Control Systems Letters"
DOI: 10.1109/lcsys.2025.3587053
Abstract: The probabilistic ensembles with trajectory sampling (PETS) algorithm is a recognized baseline among model-based reinforcement learning (MBRL) methods. PETS incorporates planning and handles uncertainty using ensemble-based probabilistic models. However, no formal robustness guarantees against epistemic…
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Keywords:
control;
pets learning;
learning based;
based control ... See more keywords