7 citations · 24 across the 8 of their papers we have counts for
4 papers · 1 filter
Adaptive Shielding under Uncertainty
Stefan Pranger, Bettina Könighofer, Martin Tappler +3
This paper targets control problems that exhibit specific safety and performance requirements. In particular, the aim is to ensure that an agent, operating under uncertainty, will…
Scenario-Based Verification of Uncertain MDPs
Murat Cubuktepe, Nils Jansen, Sebastian Junges +2
We consider Markov decision processes (MDPs) in which the transition probabilities and rewards belong to an uncertainty set parametrized by a collection of random variables. The pr…
Shepherding Hordes of Markov Chains
Milan Ceska, Nils Jansen, Sebastian Junges +1
This paper considers large families of Markov chains (MCs) that are defined over a set of parameters with finite discrete domains. Such families occur in software product lines, pl…
Sequential Convex Programming for the Efficient Verification of Parametric MDPs
Murat Cubuktepe, Nils Jansen, Sebastian Junges +4
Multi-objective verification problems of parametric Markov decision processes under optimality criteria can be naturally expressed as nonlinear programs. We observe that many of th…