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08/01/2022
Safe Policy Improvement Approaches and their Limitations
Safe Policy Improvement (SPI) is an important technique for offline rein...
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01/28/2022
Safe Policy Improvement Approaches on Discrete Markov Decision Processes
Safe Policy Improvement (SPI) aims at provable guarantees that a learned...
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07/10/2019
Interpretable Dynamics Models for Data-Efficient Reinforcement Learning
In this paper, we present a Bayesian view on model-based reinforcement l...
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10/16/2018
Multimodal Deep Gaussian Processes
We propose a novel Bayesian approach to modelling multimodal data genera...
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10/08/2017