Synthesis for PCTL in Parametric Markov Decision Processes

• Parameter synthesis for Markov models: covering the parameter space

  2024 Formal Methods in System Design article Computer Science Formal Methods in Verification Open access

  20

  citations
• Gradient-Descent for Randomized Controllers Under Partial Observability

  2022 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification

  13

  citations
• POMDP Controllers with Optimal Budget

  2022 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification

  0

  citations
• Convex Optimization for Parameter Synthesis in MDPs

  2021 IEEE Transactions on Automatic Control article Computer Science Formal Methods in Verification Open access

  21

  citations
• The complexity of reachability in parametric Markov decision processes

  2021 Journal of Computer and System Sciences article Computer Science Formal Methods in Verification Open access

  23

  citations
• Finding Provably Optimal Markov Chains

  2021 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification Open access

  12

  citations
• The Complexity of Reachability in Parametric Markov Decision Processes

  2020 arXiv (Cornell University) preprint Computer Science Formal Methods in Verification Open access

  10

  citations
• Parameter synthesis in Markov models

  2020 RWTH Publications (RWTH Aachen) dissertation Computer Science Formal Methods in Verification Open access

  27

  citations

8 results