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Counterexample-Guided Strategy Improvement for POMDPs Using Recurrent Neural Networks
The particular problem is to determine strategies that provably adhere to (probabilistic) temporal logic constraints.
Safe Reinforcement Learning via Probabilistic Shields
This paper targets the efficient construction of a safety shield for decision making in scenarios that incorporate uncertainty.
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