most citedFast Computation of Conditional Probabilities in MDPs and Markov Chain Families

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cs.LO2026

UMB: A Unified Markov Binary Format for Probabilistic Model Checking (extended version)

Roman Andriushchenko, Arnd Hartmanns, Joshua Jeppson +5

This paper presents the unified Markov binary (UMB) format, an efficient, extensible, and well-supported explicit-state file format for representing a wide range of probabilistic s…

cs.LO20261 cited

Fast Computation of Conditional Probabilities in MDPs and Markov Chain Families

Milan Češka, Sebastian Junges, Luko van der Maas +2

Computing optimal conditional reachability probabilities in Markov decision processes (MDPs) is tractable by a reduction to reachability probabilities. Yet, this reduction yields c…

cs.LO2026

Compositional Reasoning for Probabilistic Automata with Uncertainty

Hannah Mertens, Tim Quatmann, Joost-Pieter Katoen

This paper develops an assume-guarantee (AG) framework for the compositional verification of probabilistic automata (PAs) with uncertain transition probabilities. We study parametr…

cs.LO2025

Generalized Parameter Lifting: Finer Abstractions for Parametric Markov Chains

Linus Heck, Tim Quatmann, Jip Spel +2

Parametric Markov chains (pMCs) are Markov chains (MCs) with symbolic probabilities. A pMC encodes a family of MCs, where each member is obtained by replacing parameters with const…

cs.LO2025

Compositional Reasoning for Parametric Probabilistic Automata

Hannah Mertens, Tim Quatmann, Joost-Pieter Katoen

We establish an assume-guarantee (AG) framework for compositional reasoning about multi-objective queries in parametric probabilistic automata (pPA) - an extension to probabilistic…

cs.LO2025

Fixed Point Certificates for Reachability and Expected Rewards in MDPs

Krishnendu Chatterjee, Tim Quatmann, Maximilian Schäffeler +3

The possibility of errors in human-engineered formal verification software, such as model checkers, poses a serious threat to the purpose of these tools. An established approach to…