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Safe Learning Under Irreversible Dynamics via Asking for Help

Plaut, Benjamin et al.
arXiv (All) · Papers
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machine-learning
Most learning algorithms with formal regret guarantees essentially rely on trying all possible behaviors, which is problematic when some errors cannot be recovered from. Instead, we allow the learning agent to ask for help from a mentor and to transfer knowledge between similar states. We show that
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