8 citations · 18 across the 11 of their papers we have counts for
5 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…
Efficient Sensitivity Analysis for Parametric Robust Markov Chains
Thom Badings, Sebastian Junges, Ahmadreza Marandi +2
We provide a novel method for sensitivity analysis of parametric robust Markov chains. These models incorporate parameters and sets of probability distributions to alleviate the of…
Parameter Synthesis in Markov Models: A Gentle Survey
Nils Jansen, Sebastian Junges, Joost-Pieter Katoen
This paper surveys the analysis of parametric Markov models whose transitions are labelled with functions over a finite set of parameters. These models are symbolic representations…
Probabilistic Model Checking for Complex Cognitive Tasks -- A case study in human-robot interaction
Sebastian Junges, Nils Jansen, Joost-Pieter Katoen +1
This paper proposes to use probabilistic model checking to synthesize optimal robot policies in multi-tasking autonomous systems that are subject to human-robot interaction. Given…
The Probabilistic Model Checker Storm (Extended Abstract)
Christian Dehnert, Sebastian Junges, Joost-Pieter Katoen +1
We present a new probabilistic model checker Storm. Using state-of-the-art libraries, we aim for both high performance and versatility. This extended abstract gives a brief overvie…