Model Repair for Markov Decision Processes

• Generalized Parameter Lifting: Finer Abstractions for Parametric Markov Chains

  2025 Lecture notes in computer science conference-paper Computer Science Formal Methods in Verification

  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
• Scenario-based verification of uncertain parametric MDPs

  2022 International Journal on Software Tools for Technology Transfer article Computer Science Formal Methods in Verification Open access

  2

  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
• Experiments for 'Scenario-Based Verification of Uncertain Parametric MDPs'

  2022 Data Archiving and Networked Services (DANS) dataset Computer Science Formal Methods in Verification Open access

  16

  citations
• Parameter Synthesis in Markov Models: A Gentle Survey

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

  15

  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
• Counterexample-guided inductive synthesis for probabilistic systems

  2021 Formal Aspects of Computing article Computer Science Formal Methods in Verification Open access

  7

  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
• Fine-Tuning the Odds in Bayesian Networks

  2021 Lecture notes in computer science conference-paper Computer Science Bayesian Modeling and Causal Inference 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
• Scenario-Based Verification of Uncertain MDPs

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

  20

  citations

14 results