3 citations · 9 across the 10 of their papers we have counts for
3 papers · 2 filters
Qualitative Analysis of POMDPs with Temporal Logic Specifications for Robotics Applications
Krishnendu Chatterjee, Martin Chmelík, Raghav Gupta +1
We consider partially observable Markov decision processes (POMDPs), that are a standard framework for robotics applications to model uncertainties present in the real world, with…
CEGAR for Qualitative Analysis of Probabilistic Systems
Krishnendu Chatterjee, Martin Chmelik, Przemyslaw Daca
We consider Markov decision processes (MDPs) which are a standard model for probabilistic systems. We focus on qualitative properties for MDPs that can express that desired behavio…
Verification of Markov Decision Processes using Learning Algorithms
Tomáš Brázdil, Krishnendu Chatterjee, Martin Chmelík +5
We present a general framework for applying machine-learning algorithms to the verification of Markov decision processes (MDPs). The primary goal of these techniques is to improve…