Verification and control of partially observable probabilistic systems

• Search and explore: symbiotic policy synthesis in POMDPs

  2026 Formal Methods in System Design article Computer Science Formal Methods in Verification Open access

  1

  citations
• Tools at the Frontiers of Quantitative Verification

  2024 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification Open access

  9

  citations
• 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
• Learning Explainable and Better Performing Representations of POMDP Strategies

  2024 Lecture notes in computer science conference-paper Computer Science Reinforcement Learning in Robotics Open access

  5

  citations
• Verifying Belief-Based Programs via Symbolic Dynamic Programming

  2023 Frontiers in artificial intelligence and applications book-chapter Computer Science Logic, Reasoning, and Knowledge Open access

  1

  citations
• Search and Explore: Symbiotic Policy Synthesis in POMDPs

  2023 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification Open access

  7

  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
• Under-Approximating Expected Total Rewards in POMDPs

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

  10

  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 probabilistic model checker Storm

  2021 International Journal on Software Tools for Technology Transfer article Computer Science Formal Methods in Verification Open access

  246

  citations
• Finding Provably Optimal Markov Chains

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

  12

  citations
• Strategy Synthesis for POMDPs in Robot Planning via Game-Based Abstractions

  2020 IEEE Transactions on Automatic Control article Computer Science Formal Methods in Verification Open access

  13

  citations
• Parameter synthesis in Markov models

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

  27

  citations
• Verification of Indefinite-Horizon POMDPs

  2020 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification Open access

  23

  citations

14 results