2 papers
stat.ML2023
A Flow-Based Generative Model for Rare-Event Simulation
Lachlan Gibson, Marcus Hoerger, Dirk Kroese
Solving decision problems in complex, stochastic environments is often achieved by estimating the expected outcome of decisions via Monte Carlo sampling. However, sampling may over…
cs.AI2023
Adaptive Discretization using Voronoi Trees for Continuous POMDPs
Marcus Hoerger, Hanna Kurniawati, Dirk Kroese +1
Solving continuous Partially Observable Markov Decision Processes (POMDPs) is challenging, particularly for high-dimensional continuous action spaces. To alleviate this difficulty,…