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05/13/2023
More for Less: Safe Policy Improvement With Stronger Performance Guarantees
In an offline reinforcement learning setting, the safe policy improvemen...
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03/10/2023
Decision-Making Under Uncertainty: Beyond Probabilities
This position paper reflects on the state-of-the-art in decision-making ...
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01/12/2023
Safe Policy Improvement for POMDPs via Finite-State Controllers
We study safe policy improvement (SPI) for partially observable Markov d...
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05/31/2022
Robust Anytime Learning of Markov Decision Processes
Markov decision processes (MDPs) are formal models commonly used in sequ...
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09/24/2020