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math.OC2022★ 1 cited
Connecting Stochastic Optimal Control and Reinforcement Learning
Jannes Quer, Enric Ribera Borrell
In this paper the connection between stochastic optimal control and reinforcement learning is investigated. Our main motivation is to apply importance sampling to sampling rare eve…
math.OC2022★ 4 cited
Improving control based importance sampling strategies for metastable diffusions via adapted metadynamics
Enric Ribera Borrell, Jannes Quer, Lorenz Richter +1
Sampling rare events in metastable dynamical systems is often a computationally expensive task and one needs to resort to enhanced sampling methods such as importance sampling. Sin…