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DOI: 10.4230/LIPIcs.CONCUR.2025.31

Compositional Reasoning for Parametric Probabilistic Automata

Authors: Hannah Mertens, Tim Quatmann, and Joost-Pieter Katoen

Published in: LIPIcs, Volume 348, 36th International Conference on Concurrency Theory (CONCUR 2025)

Abstract

We establish an assume-guarantee (AG) framework for compositional reasoning about multi-objective queries in parametric probabilistic automata (pPA) - an extension to probabilistic automata (PA), where transition probabilities are functions over a finite set of parameters. We lift an existing framework for PA to the pPA setting, incorporating asymmetric, circular, and interleaving proof rules. Our approach enables the verification of a broad spectrum of multi-objective queries for pPA, encompassing probabilistic properties and (parametric) expected total rewards. Additionally, we introduce a rule for reasoning about monotonicity in composed pPAs.

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Hannah Mertens, Tim Quatmann, and Joost-Pieter Katoen. Compositional Reasoning for Parametric Probabilistic Automata. In 36th International Conference on Concurrency Theory (CONCUR 2025). Leibniz International Proceedings in Informatics (LIPIcs), Volume 348, pp. 31:1-31:20, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2025)

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@InProceedings{mertens_et_al:LIPIcs.CONCUR.2025.31,
  author =	{Mertens, Hannah and Quatmann, Tim and Katoen, Joost-Pieter},
  title =	{{Compositional Reasoning for Parametric Probabilistic Automata}},
  booktitle =	{36th International Conference on Concurrency Theory (CONCUR 2025)},
  pages =	{31:1--31:20},
  series =	{Leibniz International Proceedings in Informatics (LIPIcs)},
  ISBN =	{978-3-95977-389-8},
  ISSN =	{1868-8969},
  year =	{2025},
  volume =	{348},
  editor =	{Bouyer, Patricia and van de Pol, Jaco},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.CONCUR.2025.31},
  URN =		{urn:nbn:de:0030-drops-239810},
  doi =		{10.4230/LIPIcs.CONCUR.2025.31},
  annote =	{Keywords: Verification, Probabilistic systems, Assume-guarantee reasoning, Parametric Probabilistic Automata, Parameter synthesis}
}

Document

DOI: 10.4230/LIPIcs.CONCUR.2024.37

A Spectrum of Approximate Probabilistic Bisimulations

Authors: Timm Spork, Christel Baier, Joost-Pieter Katoen, Jakob Piribauer, and Tim Quatmann

Published in: LIPIcs, Volume 311, 35th International Conference on Concurrency Theory (CONCUR 2024)

Abstract

This paper studies various notions of approximate probabilistic bisimulation on labeled Markov chains (LMCs). We introduce approximate versions of weak and branching bisimulation, as well as a notion of ε-perturbed bisimulation that relates LMCs that can be made (exactly) probabilistically bisimilar by small perturbations of their transition probabilities. We explore how the notions interrelate and establish their connections to other well-known notions like ε-bisimulation.

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Timm Spork, Christel Baier, Joost-Pieter Katoen, Jakob Piribauer, and Tim Quatmann. A Spectrum of Approximate Probabilistic Bisimulations. In 35th International Conference on Concurrency Theory (CONCUR 2024). Leibniz International Proceedings in Informatics (LIPIcs), Volume 311, pp. 37:1-37:19, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2024)

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@InProceedings{spork_et_al:LIPIcs.CONCUR.2024.37,
  author =	{Spork, Timm and Baier, Christel and Katoen, Joost-Pieter and Piribauer, Jakob and Quatmann, Tim},
  title =	{{A Spectrum of Approximate Probabilistic Bisimulations}},
  booktitle =	{35th International Conference on Concurrency Theory (CONCUR 2024)},
  pages =	{37:1--37:19},
  series =	{Leibniz International Proceedings in Informatics (LIPIcs)},
  ISBN =	{978-3-95977-339-3},
  ISSN =	{1868-8969},
  year =	{2024},
  volume =	{311},
  editor =	{Majumdar, Rupak and Silva, Alexandra},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.CONCUR.2024.37},
  URN =		{urn:nbn:de:0030-drops-208099},
  doi =		{10.4230/LIPIcs.CONCUR.2024.37},
  annote =	{Keywords: Markov chains, Approximate bisimulation, Abstraction, Model checking}
}

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Compositional Reasoning for Parametric Probabilistic Automata

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A Spectrum of Approximate Probabilistic Bisimulations

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