1 citations · 1 across the 2 of their papers we have counts for
3 papers
Search and Explore: Symbiotic Policy Synthesis in POMDPs
Roman Andriushchenko, Alexander Bork, Milan Češka +3
This paper marries two state-of-the-art controller synthesis methods for partially observable Markov decision processes (POMDPs), a prominent model in sequential decision making un…
Under-Approximating Expected Total Rewards in POMDPs
Alexander Bork, Joost-Pieter Katoen, Tim Quatmann
We consider the problem: is the optimal expected total reward to reach a goal state in a partially observable Markov decision process (POMDP) below a given threshold? We tackle thi…
Verification of indefinite-horizon POMDPs
Alexander Bork, Sebastian Junges, Joost-Pieter Katoen +1
The verification problem in MDPs asks whether, for any policy resolving the nondeterminism, the probability that something bad happens is bounded by some given threshold. This veri…