---
DOAJ_listed: '1'
OA_place: publisher
OA_type: gold
PlanS_conform: '1'
_id: '21413'
abstract:
- lang: eng
  text: "We present a general framework for applying learning algorithms and heuristical
    guidance to the verification of Markov decision processes (MDPs).\r\nThe primary
    goal of our techniques is to improve performance by avoiding an exhaustive exploration
    of the state space, instead focussing on particularly relevant areas of the system,
    guided by heuristics. Our work builds on the previous results of Br{á}zdil et
    al., significantly extending it as well as refining several details and fixing
    errors.\r\nThe presented framework focuses on probabilistic reachability, which
    is a core problem in verification, and is instantiated in two distinct scenarios.\r\nThe
    first assumes that full knowledge of the MDP is available, in particular precise
    transition probabilities. It performs a heuristic-driven partial exploration of
    the model, yielding precise lower and upper bounds on the required probability.
    The second tackles the case where we may only sample the MDP without knowing the
    exact transition dynamics. Here, we obtain probabilistic guarantees, again in
    terms of both the lower and upper bounds, which provides efficient stopping criteria
    for the approximation. In particular, the latter is an extension of statistical
    model-checking (SMC) for unbounded properties in MDPs. In contrast to other related
    approaches, we do not restrict our attention to time-bounded (finite-horizon)
    or discounted properties, nor assume any particular structural properties of the
    MDP."
acknowledgement: "This research was funded in part by the European Research Council
  (ERC) under grant agreement AdG-267989 (QUAREM)*, AdG-246967 (VERIWARE)*, StG-279307
  (Graph Games)*\r\n, CoG-863818 (ForM-SMArt), and AdG-834115 (FUN2MODEL), by the
  EU FP7 project HIERATIC*, by the German Research Foundation (DFG) project 427755713
  (GOPro), by the Austrian Science Fund (FWF) projects S11402-N23 (RiSE)* , S11407-N23
  (RiSE)*\r\n, and P23499-N23* , by the Czech Science Foundation grant No P202/12/P612*
  and GA23-06963S, by the MUNI Award in Science and Humanities (MUNI/I/1757/2021)
  of the Grant\r\nAgency of Masaryk University, by EPSRC project EP/K038575/1*, and
  by the Microsoft faculty fellows award*. A preliminary version of this article appeared
  at ATVA 2014 [33]. The * indicates funding that supported that version."
article_number: '10'
article_processing_charge: Yes
article_type: original
arxiv: 1
author:
- first_name: Tomáš
  full_name: Brázdil, Tomáš
  last_name: Brázdil
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Vojtěch
  full_name: Forejt, Vojtěch
  last_name: Forejt
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Marta
  full_name: Kwiatkowska, Marta
  last_name: Kwiatkowska
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  id: b21b0c15-30a2-11eb-80dc-f13ca25802e1
  last_name: Meggendorfer
  orcid: 0000-0002-1712-2165
- first_name: David
  full_name: Parker, David
  last_name: Parker
- first_name: Mateusz
  full_name: Ujma, Mateusz
  last_name: Ujma
citation:
  ama: Brázdil T, Chatterjee K, Chmelik M, et al. Learning algorithms for verification
    of Markov decision processes. <i>TheoretiCS</i>. 2025;4. doi:<a href="https://doi.org/10.46298/theoretics.25.10">10.46298/theoretics.25.10</a>
  apa: Brázdil, T., Chatterjee, K., Chmelik, M., Forejt, V., Kretinsky, J., Kwiatkowska,
    M., … Ujma, M. (2025). Learning algorithms for verification of Markov decision
    processes. <i>TheoretiCS</i>. TheoretiCS Foundation. <a href="https://doi.org/10.46298/theoretics.25.10">https://doi.org/10.46298/theoretics.25.10</a>
  chicago: Brázdil, Tomáš, Krishnendu Chatterjee, Martin Chmelik, Vojtěch Forejt,
    Jan Kretinsky, Marta Kwiatkowska, Tobias Meggendorfer, David Parker, and Mateusz
    Ujma. “Learning Algorithms for Verification of Markov Decision Processes.” <i>TheoretiCS</i>.
    TheoretiCS Foundation, 2025. <a href="https://doi.org/10.46298/theoretics.25.10">https://doi.org/10.46298/theoretics.25.10</a>.
  ieee: T. Brázdil <i>et al.</i>, “Learning algorithms for verification of Markov
    decision processes,” <i>TheoretiCS</i>, vol. 4. TheoretiCS Foundation, 2025.
  ista: Brázdil T, Chatterjee K, Chmelik M, Forejt V, Kretinsky J, Kwiatkowska M,
    Meggendorfer T, Parker D, Ujma M. 2025. Learning algorithms for verification of
    Markov decision processes. TheoretiCS. 4, 10.
  mla: Brázdil, Tomáš, et al. “Learning Algorithms for Verification of Markov Decision
    Processes.” <i>TheoretiCS</i>, vol. 4, 10, TheoretiCS Foundation, 2025, doi:<a
    href="https://doi.org/10.46298/theoretics.25.10">10.46298/theoretics.25.10</a>.
  short: T. Brázdil, K. Chatterjee, M. Chmelik, V. Forejt, J. Kretinsky, M. Kwiatkowska,
    T. Meggendorfer, D. Parker, M. Ujma, TheoretiCS 4 (2025).
date_created: 2026-03-08T23:01:46Z
date_published: 2025-04-01T00:00:00Z
date_updated: 2026-03-09T11:43:38Z
day: '01'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.46298/theoretics.25.10
ec_funded: 1
external_id:
  arxiv:
  - '2403.09184'
file:
- access_level: open_access
  checksum: 2ccf563ae577ee08d82baf752292ca7b
  content_type: application/pdf
  creator: dernst
  date_created: 2026-03-09T11:39:59Z
  date_updated: 2026-03-09T11:39:59Z
  file_id: '21417'
  file_name: 2026_TheoretiCS_Brazdil.pdf
  file_size: 861607
  relation: main_file
  success: 1
file_date_updated: 2026-03-09T11:39:59Z
has_accepted_license: '1'
intvolume: '         4'
language:
- iso: eng
month: '04'
oa: 1
oa_version: Published Version
project:
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
- _id: 25F2ACDE-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11402-N23
  name: Rigorous Systems Engineering
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
publication: TheoretiCS
publication_identifier:
  eissn:
  - 2751-4838
publication_status: published
publisher: TheoretiCS Foundation
quality_controlled: '1'
scopus_import: '1'
status: public
title: Learning algorithms for verification of Markov decision processes
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 4
year: '2025'
...
---
OA_place: repository
OA_type: green
_id: '19375'
abstract:
- lang: eng
  text: "Despite the advances in probabilistic model checking, the scalability of
    the verification methods remains limited. In particular, the state space often
    becomes extremely large when instantiating parameterized Markov decision processes
    (MDPs) even with moderate values. Synthesizing policies for such huge MDPs is
    beyond the reach of available tools. We propose a learning-based approach to obtain
    a reasonable policy for such huge MDPs.\r\n\r\nThe idea is to generalize optimal
    policies obtained by model-checking small instances to larger ones using decision-tree
    learning. Consequently, our method bypasses the need for explicit state-space
    exploration of large models, providing a practical solution to the state-space
    explosion problem. We demonstrate the efficacy of our approach by performing extensive
    experimentation on the relevant models from the quantitative verification benchmark
    set. The experimental results indicate that our policies perform well, even when
    the size of the model is orders of magnitude beyond the reach of state-of-the-art
    analysis tools."
acknowledgement: This research was funded in part by the DFG project 427755713 GOPro,
  the DFG GRK 2428 (ConVeY), the MUNI Award in Science and Humanities (MUNI/I/1757/2021)
  of the Grant Agency of Masaryk University, and the EU under MSCA grant agreement
  101034413 (IST-BRIDGE).
alternative_title:
- LNCS
article_processing_charge: No
arxiv: 1
author:
- first_name: Muqsit
  full_name: Azeem, Muqsit
  last_name: Azeem
- first_name: Debraj
  full_name: Chakraborty, Debraj
  last_name: Chakraborty
- first_name: Sudeep
  full_name: Kanav, Sudeep
  last_name: Kanav
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Mohammadsadegh
  full_name: Mohagheghi, Mohammadsadegh
  last_name: Mohagheghi
- first_name: Stefanie
  full_name: Mohr, Stefanie
  last_name: Mohr
- first_name: Maximilian
  full_name: Weininger, Maximilian
  id: 02ab0197-cc70-11ed-ab61-918e71f56881
  last_name: Weininger
citation:
  ama: 'Azeem M, Chakraborty D, Kanav S, et al. 1–2–3–Go! Policy synthesis for parameterized
    Markov decision processes via decision-tree learning and generalization. In: <i>26th
    International Conference on Verification, Model Checking, and Abstract Interpretation</i>.
    Vol 15530. Springer Nature; 2025:97-120. doi:<a href="https://doi.org/10.1007/978-3-031-82703-7_5">10.1007/978-3-031-82703-7_5</a>'
  apa: 'Azeem, M., Chakraborty, D., Kanav, S., Kretinsky, J., Mohagheghi, M., Mohr,
    S., &#38; Weininger, M. (2025). 1–2–3–Go! Policy synthesis for parameterized Markov
    decision processes via decision-tree learning and generalization. In <i>26th International
    Conference on Verification, Model Checking, and Abstract Interpretation</i> (Vol.
    15530, pp. 97–120). Denver, CO, United States: Springer Nature. <a href="https://doi.org/10.1007/978-3-031-82703-7_5">https://doi.org/10.1007/978-3-031-82703-7_5</a>'
  chicago: Azeem, Muqsit, Debraj Chakraborty, Sudeep Kanav, Jan Kretinsky, Mohammadsadegh
    Mohagheghi, Stefanie Mohr, and Maximilian Weininger. “1–2–3–Go! Policy Synthesis
    for Parameterized Markov Decision Processes via Decision-Tree Learning and Generalization.”
    In <i>26th International Conference on Verification, Model Checking, and Abstract
    Interpretation</i>, 15530:97–120. Springer Nature, 2025. <a href="https://doi.org/10.1007/978-3-031-82703-7_5">https://doi.org/10.1007/978-3-031-82703-7_5</a>.
  ieee: M. Azeem <i>et al.</i>, “1–2–3–Go! Policy synthesis for parameterized Markov
    decision processes via decision-tree learning and generalization,” in <i>26th
    International Conference on Verification, Model Checking, and Abstract Interpretation</i>,
    Denver, CO, United States, 2025, vol. 15530, pp. 97–120.
  ista: 'Azeem M, Chakraborty D, Kanav S, Kretinsky J, Mohagheghi M, Mohr S, Weininger
    M. 2025. 1–2–3–Go! Policy synthesis for parameterized Markov decision processes
    via decision-tree learning and generalization. 26th International Conference on
    Verification, Model Checking, and Abstract Interpretation. VMCAI: Verification,
    Model Checking, and Abstract Interpretation, LNCS, vol. 15530, 97–120.'
  mla: Azeem, Muqsit, et al. “1–2–3–Go! Policy Synthesis for Parameterized Markov
    Decision Processes via Decision-Tree Learning and Generalization.” <i>26th International
    Conference on Verification, Model Checking, and Abstract Interpretation</i>, vol.
    15530, Springer Nature, 2025, pp. 97–120, doi:<a href="https://doi.org/10.1007/978-3-031-82703-7_5">10.1007/978-3-031-82703-7_5</a>.
  short: M. Azeem, D. Chakraborty, S. Kanav, J. Kretinsky, M. Mohagheghi, S. Mohr,
    M. Weininger, in:, 26th International Conference on Verification, Model Checking,
    and Abstract Interpretation, Springer Nature, 2025, pp. 97–120.
conference:
  end_date: 2025-01-21
  location: Denver, CO, United States
  name: 'VMCAI: Verification, Model Checking, and Abstract Interpretation'
  start_date: 2025-01-20
date_created: 2025-03-09T23:01:29Z
date_published: 2025-01-23T00:00:00Z
date_updated: 2025-09-30T10:46:54Z
day: '23'
department:
- _id: KrCh
doi: 10.1007/978-3-031-82703-7_5
ec_funded: 1
external_id:
  arxiv:
  - '2410.18293'
  isi:
  - '001446577100005'
intvolume: '     15530'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2410.18293
month: '01'
oa: 1
oa_version: Preprint
page: 97-120
project:
- _id: fc2ed2f7-9c52-11eb-aca3-c01059dda49c
  call_identifier: H2020
  grant_number: '101034413'
  name: 'IST-BRIDGE: International postdoctoral program'
publication: 26th International Conference on Verification, Model Checking, and Abstract
  Interpretation
publication_identifier:
  eissn:
  - 1611-3349
  isbn:
  - '9783031827020'
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: 1–2–3–Go! Policy synthesis for parameterized Markov decision processes via decision-tree
  learning and generalization
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 15530
year: '2025'
...
---
OA_place: repository
OA_type: green
_id: '20688'
abstract:
- lang: eng
  text: 'We consider two-player zero-sum concurrent stochastic games (CSGs) played
    on graphs with reachability and safety objectives. These include degenerate classes
    such as Markov decision processes or turn-based stochastic games, which can be
    solved by linear or quadratic programming; however, in practice, value iteration
    (VI) outperforms the other approaches and is the most implemented method. Similarly,
    for CSGs, this practical performance makes VI an attractive alternative to the
    standard theoretical solution via the existential theory of reals.VI starts with
    an under-approximation of the sought values for each state and iteratively updates
    them, traditionally terminating once two consecutive approximations are ϵ-close.
    However, this stopping criterion lacks guarantees on the precision of the approximation,
    which is the goal of this work. We provide bounded (a.k.a. interval) VI for CSGs:
    it complements standard VI with a converging sequence of over-approximations and
    terminates once the over- and under-approximations are ϵ-close.'
acknowledgement: This research was funded in part by the German Research Foundation
  (DFG) project 427755713 GOPro, the MUNI Award in Science and Humanities (MUNI/I/1757/2021)
  of the Grant Agency of Masaryk University, the European Union’s Horizon 2020 research
  and innovation programme under the Marie Sklodowska-Curie grant agreement No 101034413,
  and the ERC Starting Grant DEUCE (101077178).
article_processing_charge: No
arxiv: 1
author:
- first_name: Marta
  full_name: Grobelna, Marta
  last_name: Grobelna
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Maximilian
  full_name: Weininger, Maximilian
  id: 02ab0197-cc70-11ed-ab61-918e71f56881
  last_name: Weininger
  orcid: 0000-0002-0163-2152
citation:
  ama: 'Grobelna M, Kretinsky J, Weininger M. Stopping criteria for value iteration
    on concurrent stochastic reachability and safety games. In: <i>2025 40th Annual
    ACM/IEEE Symposium on Logic in Computer Science</i>. IEEE; 2025:568-580. doi:<a
    href="https://doi.org/10.1109/lics65433.2025.00049">10.1109/lics65433.2025.00049</a>'
  apa: 'Grobelna, M., Kretinsky, J., &#38; Weininger, M. (2025). Stopping criteria
    for value iteration on concurrent stochastic reachability and safety games. In
    <i>2025 40th Annual ACM/IEEE Symposium on Logic in Computer Science</i> (pp. 568–580).
    Singapore, Singapore: IEEE. <a href="https://doi.org/10.1109/lics65433.2025.00049">https://doi.org/10.1109/lics65433.2025.00049</a>'
  chicago: Grobelna, Marta, Jan Kretinsky, and Maximilian Weininger. “Stopping Criteria
    for Value Iteration on Concurrent Stochastic Reachability and Safety Games.” In
    <i>2025 40th Annual ACM/IEEE Symposium on Logic in Computer Science</i>, 568–80.
    IEEE, 2025. <a href="https://doi.org/10.1109/lics65433.2025.00049">https://doi.org/10.1109/lics65433.2025.00049</a>.
  ieee: M. Grobelna, J. Kretinsky, and M. Weininger, “Stopping criteria for value
    iteration on concurrent stochastic reachability and safety games,” in <i>2025
    40th Annual ACM/IEEE Symposium on Logic in Computer Science</i>, Singapore, Singapore,
    2025, pp. 568–580.
  ista: 'Grobelna M, Kretinsky J, Weininger M. 2025. Stopping criteria for value iteration
    on concurrent stochastic reachability and safety games. 2025 40th Annual ACM/IEEE
    Symposium on Logic in Computer Science. LICS: Logic in Computer Science, 568–580.'
  mla: Grobelna, Marta, et al. “Stopping Criteria for Value Iteration on Concurrent
    Stochastic Reachability and Safety Games.” <i>2025 40th Annual ACM/IEEE Symposium
    on Logic in Computer Science</i>, IEEE, 2025, pp. 568–80, doi:<a href="https://doi.org/10.1109/lics65433.2025.00049">10.1109/lics65433.2025.00049</a>.
  short: M. Grobelna, J. Kretinsky, M. Weininger, in:, 2025 40th Annual ACM/IEEE Symposium
    on Logic in Computer Science, IEEE, 2025, pp. 568–580.
conference:
  end_date: 2025-06-26
  location: Singapore, Singapore
  name: 'LICS: Logic in Computer Science'
  start_date: 2025-06-23
corr_author: '1'
date_created: 2025-11-24T14:23:49Z
date_published: 2025-10-09T00:00:00Z
date_updated: 2025-11-26T07:34:19Z
day: '09'
department:
- _id: KrCh
doi: 10.1109/lics65433.2025.00049
ec_funded: 1
external_id:
  arxiv:
  - '2505.21087'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2505.21087
month: '10'
oa: 1
oa_version: Preprint
page: 568-580
project:
- _id: fc2ed2f7-9c52-11eb-aca3-c01059dda49c
  call_identifier: H2020
  grant_number: '101034413'
  name: 'IST-BRIDGE: International postdoctoral program'
publication: 2025 40th Annual ACM/IEEE Symposium on Logic in Computer Science
publication_identifier:
  eisbn:
  - '9798331579005'
publication_status: published
publisher: IEEE
quality_controlled: '1'
scopus_import: '1'
status: public
title: Stopping criteria for value iteration on concurrent stochastic reachability
  and safety games
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
---
OA_place: repository
OA_type: green
_id: '18600'
abstract:
- lang: eng
  text: 'The analysis of formal models that include quantitative aspects such as timing
    or probabilistic choices is performed by quantitative verification tools. Broad
    and mature tool support is available for computing basic properties such as expected
    rewards on basic models such as Markov chains. Previous editions of QComp, the
    comparison of tools for the analysis of quantitative formal models, focused on
    this setting. Many application scenarios, however, require more advanced property
    types such as LTL and parameter synthesis queries as well as advanced models like
    stochastic games and partially observable MDPs. For these, tool support is in
    its infancy today. This paper presents the outcomes of QComp 2023: a survey of
    the state of the art in quantitative verification tool support for advanced property
    types and models. With tools ranging from first research prototypes to well-supported
    integrations into established toolsets, this report highlights today’s active
    areas and tomorrow’s challenges in tool-focused research for quantitative verification.'
acknowledgement: The authors are ordered alphabetically. This work was supported by
  DFG RTG 2236/2 (UnRAVeL) and DFG project TRR 248 (CPEC, ID 389792660), by the EU
  under MSCA grant agreements 101008233 (MISSION), 101034413 (IST-BRIDGE), and 101067199
  (ProSVED), by ERC Starting Grant 101077178 (DEUCE), ERC Consolidator Grant 864075
  (CAESAR), and ERC Advanced Grant 834115 (FUN2MODEL), by GAČR grant GA23-06963S (VESCAA),
  by National Science Foundation grant 1856733, by NextGenerationEU project D53D23008400006
  (SMARTITUDE), and by NWO VENI grant 639.021.754.
alternative_title:
- LNCS
article_processing_charge: No
arxiv: 1
author:
- first_name: Roman
  full_name: Andriushchenko, Roman
  last_name: Andriushchenko
- first_name: Alexander
  full_name: Bork, Alexander
  last_name: Bork
- first_name: Carlos E.
  full_name: Budde, Carlos E.
  last_name: Budde
- first_name: Milan
  full_name: Češka, Milan
  last_name: Češka
- first_name: Kush
  full_name: Grover, Kush
  last_name: Grover
- first_name: Ernst Moritz
  full_name: Hahn, Ernst Moritz
  last_name: Hahn
- first_name: Arnd
  full_name: Hartmanns, Arnd
  last_name: Hartmanns
- first_name: Bryant
  full_name: Israelsen, Bryant
  last_name: Israelsen
- first_name: Nils
  full_name: Jansen, Nils
  last_name: Jansen
- first_name: Joshua
  full_name: Jeppson, Joshua
  last_name: Jeppson
- first_name: Sebastian
  full_name: Junges, Sebastian
  last_name: Junges
- first_name: Maximilian A.
  full_name: Köhl, Maximilian A.
  last_name: Köhl
- first_name: Bettina
  full_name: Könighofer, Bettina
  last_name: Könighofer
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  id: b21b0c15-30a2-11eb-80dc-f13ca25802e1
  last_name: Meggendorfer
  orcid: 0000-0002-1712-2165
- first_name: David
  full_name: Parker, David
  last_name: Parker
- first_name: Stefan
  full_name: Pranger, Stefan
  last_name: Pranger
- first_name: Tim
  full_name: Quatmann, Tim
  last_name: Quatmann
- first_name: Enno
  full_name: Ruijters, Enno
  last_name: Ruijters
- first_name: Landon
  full_name: Taylor, Landon
  last_name: Taylor
- first_name: Matthias
  full_name: Volk, Matthias
  last_name: Volk
- first_name: Maximilian
  full_name: Weininger, Maximilian
  id: 02ab0197-cc70-11ed-ab61-918e71f56881
  last_name: Weininger
- first_name: Zhen
  full_name: Zhang, Zhen
  last_name: Zhang
citation:
  ama: 'Andriushchenko R, Bork A, Budde CE, et al. Tools at the Frontiers of Quantitative
    Verification: QComp 2023 Competition Report. In: <i>TOOLympics Challenge 2023</i>.
    Vol 14550. Springer Nature; 2024:90-146. doi:<a href="https://doi.org/10.1007/978-3-031-67695-6_4">10.1007/978-3-031-67695-6_4</a>'
  apa: 'Andriushchenko, R., Bork, A., Budde, C. E., Češka, M., Grover, K., Hahn, E.
    M., … Zhang, Z. (2024). Tools at the Frontiers of Quantitative Verification: QComp
    2023 Competition Report. In <i>TOOLympics Challenge 2023</i> (Vol. 14550, pp.
    90–146). Springer Nature. <a href="https://doi.org/10.1007/978-3-031-67695-6_4">https://doi.org/10.1007/978-3-031-67695-6_4</a>'
  chicago: 'Andriushchenko, Roman, Alexander Bork, Carlos E. Budde, Milan Češka, Kush
    Grover, Ernst Moritz Hahn, Arnd Hartmanns, et al. “Tools at the Frontiers of Quantitative
    Verification: QComp 2023 Competition Report.” In <i>TOOLympics Challenge 2023</i>,
    14550:90–146. Springer Nature, 2024. <a href="https://doi.org/10.1007/978-3-031-67695-6_4">https://doi.org/10.1007/978-3-031-67695-6_4</a>.'
  ieee: 'R. Andriushchenko <i>et al.</i>, “Tools at the Frontiers of Quantitative
    Verification: QComp 2023 Competition Report,” in <i>TOOLympics Challenge 2023</i>,
    2024, vol. 14550, pp. 90–146.'
  ista: 'Andriushchenko R, Bork A, Budde CE, Češka M, Grover K, Hahn EM, Hartmanns
    A, Israelsen B, Jansen N, Jeppson J, Junges S, Köhl MA, Könighofer B, Kretinsky
    J, Meggendorfer T, Parker D, Pranger S, Quatmann T, Ruijters E, Taylor L, Volk
    M, Weininger M, Zhang Z. 2024. Tools at the Frontiers of Quantitative Verification:
    QComp 2023 Competition Report. TOOLympics Challenge 2023. , LNCS, vol. 14550,
    90–146.'
  mla: 'Andriushchenko, Roman, et al. “Tools at the Frontiers of Quantitative Verification:
    QComp 2023 Competition Report.” <i>TOOLympics Challenge 2023</i>, vol. 14550,
    Springer Nature, 2024, pp. 90–146, doi:<a href="https://doi.org/10.1007/978-3-031-67695-6_4">10.1007/978-3-031-67695-6_4</a>.'
  short: R. Andriushchenko, A. Bork, C.E. Budde, M. Češka, K. Grover, E.M. Hahn, A.
    Hartmanns, B. Israelsen, N. Jansen, J. Jeppson, S. Junges, M.A. Köhl, B. Könighofer,
    J. Kretinsky, T. Meggendorfer, D. Parker, S. Pranger, T. Quatmann, E. Ruijters,
    L. Taylor, M. Volk, M. Weininger, Z. Zhang, in:, TOOLympics Challenge 2023, Springer
    Nature, 2024, pp. 90–146.
date_created: 2024-12-01T23:01:53Z
date_published: 2024-11-01T00:00:00Z
date_updated: 2025-09-08T14:45:11Z
day: '01'
department:
- _id: KrCh
doi: 10.1007/978-3-031-67695-6_4
external_id:
  arxiv:
  - '2405.13583'
  isi:
  - '001434957500004'
intvolume: '     14550'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: ' https://doi.org/10.48550/arXiv.2405.13583'
month: '11'
oa: 1
oa_version: Preprint
page: 90-146
publication: TOOLympics Challenge 2023
publication_identifier:
  eissn:
  - 1611-3349
  isbn:
  - '9783031676949'
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Tools at the Frontiers of Quantitative Verification: QComp 2023 Competition
  Report'
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 14550
year: '2024'
...
---
_id: '14259'
abstract:
- lang: eng
  text: "We provide a learning-based technique for guessing a winning strategy in
    a parity game originating from an LTL synthesis problem. A cheaply obtained guess
    can be useful in several applications. Not only can the guessed strategy be applied
    as best-effort in cases where the game’s huge size prohibits rigorous approaches,
    but it can also increase the scalability of rigorous LTL synthesis in several
    ways. Firstly, checking whether a guessed strategy is winning is easier than constructing
    one. Secondly, even if the guess is wrong in some places, it can be fixed by strategy
    iteration faster than constructing one from scratch. Thirdly, the guess can be
    used in on-the-fly approaches to prioritize exploration in the most fruitful directions.\r\nIn
    contrast to previous works, we (i) reflect the highly structured logical information
    in game’s states, the so-called semantic labelling, coming from the recent LTL-to-automata
    translations, and (ii) learn to reflect it properly by learning from previously
    solved games, bringing the solving process closer to human-like reasoning."
acknowledgement: This research was funded in part by the German Research Foundation
  (DFG) project 427755713 Group-By Objectives in Probabilistic Verification (GOPro).
alternative_title:
- LNCS
article_processing_charge: Yes (in subscription journal)
author:
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  id: b21b0c15-30a2-11eb-80dc-f13ca25802e1
  last_name: Meggendorfer
  orcid: 0000-0002-1712-2165
- first_name: Maximilian
  full_name: Prokop, Maximilian
  last_name: Prokop
- first_name: Sabine
  full_name: Rieder, Sabine
  last_name: Rieder
citation:
  ama: 'Kretinsky J, Meggendorfer T, Prokop M, Rieder S. Guessing winning policies
    in LTL synthesis by semantic learning. In: <i>35th International Conference on
    Computer Aided Verification</i>. Vol 13964. Springer Nature; 2023:390-414. doi:<a
    href="https://doi.org/10.1007/978-3-031-37706-8_20">10.1007/978-3-031-37706-8_20</a>'
  apa: 'Kretinsky, J., Meggendorfer, T., Prokop, M., &#38; Rieder, S. (2023). Guessing
    winning policies in LTL synthesis by semantic learning. In <i>35th International
    Conference on Computer Aided Verification</i> (Vol. 13964, pp. 390–414). Paris,
    France: Springer Nature. <a href="https://doi.org/10.1007/978-3-031-37706-8_20">https://doi.org/10.1007/978-3-031-37706-8_20</a>'
  chicago: Kretinsky, Jan, Tobias Meggendorfer, Maximilian Prokop, and Sabine Rieder.
    “Guessing Winning Policies in LTL Synthesis by Semantic Learning.” In <i>35th
    International Conference on Computer Aided Verification</i>, 13964:390–414. Springer
    Nature, 2023. <a href="https://doi.org/10.1007/978-3-031-37706-8_20">https://doi.org/10.1007/978-3-031-37706-8_20</a>.
  ieee: J. Kretinsky, T. Meggendorfer, M. Prokop, and S. Rieder, “Guessing winning
    policies in LTL synthesis by semantic learning,” in <i>35th International Conference
    on Computer Aided Verification</i>, Paris, France, 2023, vol. 13964, pp. 390–414.
  ista: 'Kretinsky J, Meggendorfer T, Prokop M, Rieder S. 2023. Guessing winning policies
    in LTL synthesis by semantic learning. 35th International Conference on Computer
    Aided Verification. CAV: Computer Aided Verification, LNCS, vol. 13964, 390–414.'
  mla: Kretinsky, Jan, et al. “Guessing Winning Policies in LTL Synthesis by Semantic
    Learning.” <i>35th International Conference on Computer Aided Verification</i>,
    vol. 13964, Springer Nature, 2023, pp. 390–414, doi:<a href="https://doi.org/10.1007/978-3-031-37706-8_20">10.1007/978-3-031-37706-8_20</a>.
  short: J. Kretinsky, T. Meggendorfer, M. Prokop, S. Rieder, in:, 35th International
    Conference on Computer Aided Verification, Springer Nature, 2023, pp. 390–414.
conference:
  end_date: 2023-07-22
  location: Paris, France
  name: 'CAV: Computer Aided Verification'
  start_date: 2023-07-17
das_tickbox: '1'
date_created: 2023-09-03T22:01:16Z
date_published: 2023-07-17T00:00:00Z
date_updated: 2026-07-07T13:39:23Z
day: '17'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1007/978-3-031-37706-8_20
external_id:
  isi:
  - '001310786500020'
file:
- access_level: open_access
  checksum: ed66278b61bb869e1baba3d9b9081271
  content_type: application/pdf
  creator: dernst
  date_created: 2023-09-06T08:25:50Z
  date_updated: 2023-09-06T08:25:50Z
  file_id: '14276'
  file_name: 2023_LNCS_CAV_Kretinsky.pdf
  file_size: 428354
  relation: main_file
  success: 1
file_date_updated: 2023-09-06T08:25:50Z
has_accepted_license: '1'
intvolume: '     13964'
isi: 1
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: 390-414
publication: 35th International Conference on Computer Aided Verification
publication_identifier:
  eissn:
  - 1611-3349
  isbn:
  - '9783031377051'
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Guessing winning policies in LTL synthesis by semantic learning
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 13964
year: '2023'
...
---
_id: '13967'
abstract:
- lang: eng
  text: 'A classic solution technique for Markov decision processes (MDP) and stochastic
    games (SG) is value iteration (VI). Due to its good practical performance, this
    approximative approach is typically preferred over exact techniques, even though
    no practical bounds on the imprecision of the result could be given until recently.
    As a consequence, even the most used model checkers could return arbitrarily wrong
    results. Over the past decade, different works derived stopping criteria, indicating
    when the precision reaches the desired level, for various settings, in particular
    MDP with reachability, total reward, and mean payoff, and SG with reachability.In
    this paper, we provide the first stopping criteria for VI on SG with total reward
    and mean payoff, yielding the first anytime algorithms in these settings. To this
    end, we provide the solution in two flavours: First through a reduction to the
    MDP case and second directly on SG. The former is simpler and automatically utilizes
    any advances on MDP. The latter allows for more local computations, heading towards
    better practical efficiency.Our solution unifies the previously mentioned approaches
    for MDP and SG and their underlying ideas. To achieve this, we isolate objective-specific
    subroutines as well as identify objective-independent concepts. These structural
    concepts, while surprisingly simple, form the very essence of the unified solution.'
acknowledgement: This research was funded in part by DFG projects 383882557 “SUV”
  and 427755713 “GOPro”.
article_processing_charge: No
arxiv: 1
author:
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  id: b21b0c15-30a2-11eb-80dc-f13ca25802e1
  last_name: Meggendorfer
  orcid: 0000-0002-1712-2165
- first_name: Maximilian
  full_name: Weininger, Maximilian
  id: 02ab0197-cc70-11ed-ab61-918e71f56881
  last_name: Weininger
  orcid: 0000-0002-0163-2152
citation:
  ama: 'Kretinsky J, Meggendorfer T, Weininger M. Stopping criteria for value iteration
    on stochastic games with quantitative objectives. In: <i>38th Annual ACM/IEEE
    Symposium on Logic in Computer Science</i>. Vol 2023. IEEE; 2023. doi:<a href="https://doi.org/10.1109/LICS56636.2023.10175771">10.1109/LICS56636.2023.10175771</a>'
  apa: 'Kretinsky, J., Meggendorfer, T., &#38; Weininger, M. (2023). Stopping criteria
    for value iteration on stochastic games with quantitative objectives. In <i>38th
    Annual ACM/IEEE Symposium on Logic in Computer Science</i> (Vol. 2023). Boston,
    MA, United States: IEEE. <a href="https://doi.org/10.1109/LICS56636.2023.10175771">https://doi.org/10.1109/LICS56636.2023.10175771</a>'
  chicago: Kretinsky, Jan, Tobias Meggendorfer, and Maximilian Weininger. “Stopping
    Criteria for Value Iteration on Stochastic Games with Quantitative Objectives.”
    In <i>38th Annual ACM/IEEE Symposium on Logic in Computer Science</i>, Vol. 2023.
    IEEE, 2023. <a href="https://doi.org/10.1109/LICS56636.2023.10175771">https://doi.org/10.1109/LICS56636.2023.10175771</a>.
  ieee: J. Kretinsky, T. Meggendorfer, and M. Weininger, “Stopping criteria for value
    iteration on stochastic games with quantitative objectives,” in <i>38th Annual
    ACM/IEEE Symposium on Logic in Computer Science</i>, Boston, MA, United States,
    2023, vol. 2023.
  ista: 'Kretinsky J, Meggendorfer T, Weininger M. 2023. Stopping criteria for value
    iteration on stochastic games with quantitative objectives. 38th Annual ACM/IEEE
    Symposium on Logic in Computer Science. LICS: Logic in Computer Science vol. 2023.'
  mla: Kretinsky, Jan, et al. “Stopping Criteria for Value Iteration on Stochastic
    Games with Quantitative Objectives.” <i>38th Annual ACM/IEEE Symposium on Logic
    in Computer Science</i>, vol. 2023, IEEE, 2023, doi:<a href="https://doi.org/10.1109/LICS56636.2023.10175771">10.1109/LICS56636.2023.10175771</a>.
  short: J. Kretinsky, T. Meggendorfer, M. Weininger, in:, 38th Annual ACM/IEEE Symposium
    on Logic in Computer Science, IEEE, 2023.
conference:
  end_date: 2023-06-29
  location: Boston, MA, United States
  name: 'LICS: Logic in Computer Science'
  start_date: 2023-06-26
corr_author: '1'
date_created: 2023-08-06T22:01:10Z
date_published: 2023-07-01T00:00:00Z
date_updated: 2026-08-12T06:39:58Z
day: '01'
department:
- _id: KrCh
doi: 10.1109/LICS56636.2023.10175771
external_id:
  arxiv:
  - '2304.09930'
  isi:
  - '001036707700042'
intvolume: '      2023'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2304.09930
month: '07'
oa: 1
oa_version: Preprint
publication: 38th Annual ACM/IEEE Symposium on Logic in Computer Science
publication_identifier:
  isbn:
  - '9798350335873'
  issn:
  - 1043-6871
publication_status: published
publisher: IEEE
quality_controlled: '1'
scopus_import: '1'
status: public
title: Stopping criteria for value iteration on stochastic games with quantitative
  objectives
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 2023
year: '2023'
...
---
_id: '10602'
abstract:
- lang: eng
  text: Transforming ω-automata into parity automata is traditionally done using appearance
    records. We present an efficient variant of this idea, tailored to Rabin automata,
    and several optimizations applicable to all appearance records. We compare the
    methods experimentally and show that our method produces significantly smaller
    automata than previous approaches.
acknowledgement: This work is partially funded by the German Research Foundation (DFG)
  projects Verified Model Checkers (No. 317422601) and Statistical Unbounded Verification
  (No. 383882557), and the Alexander von Humboldt Foundation with funds from the German
  Federal Ministry of Education and Research. It is an extended version of [21], including
  all proofs together with further explanations and examples. Moreover, we provide
  a new, more efficient construction based on (total) preorders, unifying previous
  optimizations. Experiments are performed with a new, performant implementation,
  comparing our approach to the current state of the art.
article_processing_charge: Yes (via OA deal)
article_type: original
author:
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  id: b21b0c15-30a2-11eb-80dc-f13ca25802e1
  last_name: Meggendorfer
  orcid: 0000-0002-1712-2165
- first_name: Clara
  full_name: Waldmann, Clara
  last_name: Waldmann
- first_name: Maximilian
  full_name: Weininger, Maximilian
  last_name: Weininger
citation:
  ama: Kretinsky J, Meggendorfer T, Waldmann C, Weininger M. Index appearance record
    with preorders. <i>Acta Informatica</i>. 2022;59:585-618. doi:<a href="https://doi.org/10.1007/s00236-021-00412-y">10.1007/s00236-021-00412-y</a>
  apa: Kretinsky, J., Meggendorfer, T., Waldmann, C., &#38; Weininger, M. (2022).
    Index appearance record with preorders. <i>Acta Informatica</i>. Springer Nature.
    <a href="https://doi.org/10.1007/s00236-021-00412-y">https://doi.org/10.1007/s00236-021-00412-y</a>
  chicago: Kretinsky, Jan, Tobias Meggendorfer, Clara Waldmann, and Maximilian Weininger.
    “Index Appearance Record with Preorders.” <i>Acta Informatica</i>. Springer Nature,
    2022. <a href="https://doi.org/10.1007/s00236-021-00412-y">https://doi.org/10.1007/s00236-021-00412-y</a>.
  ieee: J. Kretinsky, T. Meggendorfer, C. Waldmann, and M. Weininger, “Index appearance
    record with preorders,” <i>Acta Informatica</i>, vol. 59. Springer Nature, pp.
    585–618, 2022.
  ista: Kretinsky J, Meggendorfer T, Waldmann C, Weininger M. 2022. Index appearance
    record with preorders. Acta Informatica. 59, 585–618.
  mla: Kretinsky, Jan, et al. “Index Appearance Record with Preorders.” <i>Acta Informatica</i>,
    vol. 59, Springer Nature, 2022, pp. 585–618, doi:<a href="https://doi.org/10.1007/s00236-021-00412-y">10.1007/s00236-021-00412-y</a>.
  short: J. Kretinsky, T. Meggendorfer, C. Waldmann, M. Weininger, Acta Informatica
    59 (2022) 585–618.
corr_author: '1'
date_created: 2022-01-06T12:37:27Z
date_published: 2022-10-01T00:00:00Z
date_updated: 2025-04-15T06:53:08Z
day: '01'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1007/s00236-021-00412-y
external_id:
  isi:
  - '000735765500001'
file:
- access_level: open_access
  checksum: bf1c195b6aaf59e8530cf9e3a9d731f7
  content_type: application/pdf
  creator: cchlebak
  date_created: 2022-01-07T07:50:31Z
  date_updated: 2022-01-07T07:50:31Z
  file_id: '10603'
  file_name: 2021_ActaInfor_Křetínský.pdf
  file_size: 1066082
  relation: main_file
  success: 1
file_date_updated: 2022-01-07T07:50:31Z
has_accepted_license: '1'
intvolume: '        59'
isi: 1
keyword:
- computer networks and communications
- information systems
- software
language:
- iso: eng
month: '10'
oa: 1
oa_version: Published Version
page: 585-618
project:
- _id: B67AFEDC-15C9-11EA-A837-991A96BB2854
  name: IST Austria Open Access Fund
publication: Acta Informatica
publication_identifier:
  eissn:
  - 1432-0525
  issn:
  - 0001-5903
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Index appearance record with preorders
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: 4359f0d1-fa6c-11eb-b949-802e58b17ae8
volume: 59
year: '2022'
...
---
_id: '12775'
abstract:
- lang: eng
  text: "We consider the problem of approximating the reachability probabilities in
    Markov decision processes (MDP) with uncountable (continuous) state and action
    spaces. While there are algorithms that, for special classes of such MDP, provide
    a sequence of approximations converging to the true value in the limit, our aim
    is to obtain an algorithm with guarantees on the precision of the approximation.\r\nAs
    this problem is undecidable in general, assumptions on the MDP are necessary.
    Our main contribution is to identify sufficient assumptions that are as weak as
    possible, thus approaching the \"boundary\" of which systems can be correctly
    and reliably analyzed. To this end, we also argue why each of our assumptions
    is necessary for algorithms based on processing finitely many observations.\r\nWe
    present two solution variants. The first one provides converging lower bounds
    under weaker assumptions than typical ones from previous works concerned with
    guarantees. The second one then utilizes stronger assumptions to additionally
    provide converging upper bounds. Altogether, we obtain an anytime algorithm, i.e.
    yielding a sequence of approximants with known and iteratively improving precision,
    converging to the true value in the limit. Besides, due to the generality of our
    assumptions, our algorithms are very general templates, readily allowing for various
    heuristics from literature in contrast to, e.g., a specific discretization algorithm.
    Our theoretical contribution thus paves the way for future practical improvements
    without sacrificing correctness guarantees."
acknowledgement: "Kush Grover: The author has been supported by the DFG research training
  group GRK\r\n2428 ConVeY.\r\nMaximilian Weininger: The author has been partially
  supported by DFG projects 383882557\r\nStatistical Unbounded Verification (SUV)
  and 427755713 Group-By Objectives in Probabilistic\r\nVerification (GOPro)"
alternative_title:
- LIPIcs
article_number: '11'
article_processing_charge: No
arxiv: 1
author:
- first_name: Kush
  full_name: Grover, Kush
  last_name: Grover
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  id: b21b0c15-30a2-11eb-80dc-f13ca25802e1
  last_name: Meggendorfer
  orcid: 0000-0002-1712-2165
- first_name: Maimilian
  full_name: Weininger, Maimilian
  last_name: Weininger
citation:
  ama: 'Grover K, Kretinsky J, Meggendorfer T, Weininger M. Anytime guarantees for
    reachability in uncountable Markov decision processes. In: <i>33rd International
    Conference on Concurrency Theory</i>. Vol 243. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik; 2022. doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2022.11">10.4230/LIPIcs.CONCUR.2022.11</a>'
  apa: 'Grover, K., Kretinsky, J., Meggendorfer, T., &#38; Weininger, M. (2022). Anytime
    guarantees for reachability in uncountable Markov decision processes. In <i>33rd
    International Conference on Concurrency Theory</i> (Vol. 243). Warsaw, Poland:
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2022.11">https://doi.org/10.4230/LIPIcs.CONCUR.2022.11</a>'
  chicago: Grover, Kush, Jan Kretinsky, Tobias Meggendorfer, and Maimilian Weininger.
    “Anytime Guarantees for Reachability in Uncountable Markov Decision Processes.”
    In <i>33rd International Conference on Concurrency Theory</i>, Vol. 243. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2022. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2022.11">https://doi.org/10.4230/LIPIcs.CONCUR.2022.11</a>.
  ieee: K. Grover, J. Kretinsky, T. Meggendorfer, and M. Weininger, “Anytime guarantees
    for reachability in uncountable Markov decision processes,” in <i>33rd International
    Conference on Concurrency Theory</i>, Warsaw, Poland, 2022, vol. 243.
  ista: 'Grover K, Kretinsky J, Meggendorfer T, Weininger M. 2022. Anytime guarantees
    for reachability in uncountable Markov decision processes. 33rd International
    Conference on Concurrency Theory. CONCUR: Conference on Concurrency Theory, LIPIcs,
    vol. 243, 11.'
  mla: Grover, Kush, et al. “Anytime Guarantees for Reachability in Uncountable Markov
    Decision Processes.” <i>33rd International Conference on Concurrency Theory</i>,
    vol. 243, 11, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2022, doi:<a
    href="https://doi.org/10.4230/LIPIcs.CONCUR.2022.11">10.4230/LIPIcs.CONCUR.2022.11</a>.
  short: K. Grover, J. Kretinsky, T. Meggendorfer, M. Weininger, in:, 33rd International
    Conference on Concurrency Theory, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2022.
conference:
  end_date: 2022-09-16
  location: Warsaw, Poland
  name: 'CONCUR: Conference on Concurrency Theory'
  start_date: 2022-09-13
corr_author: '1'
das_tickbox: '1'
date_created: 2023-03-28T08:09:32Z
date_published: 2022-09-15T00:00:00Z
date_updated: 2026-07-07T13:37:58Z
day: '15'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.CONCUR.2022.11
external_id:
  arxiv:
  - '2008.04824'
file:
- access_level: open_access
  checksum: e282e43d3ae0ba6e067b72f4583e13c0
  content_type: application/pdf
  creator: dernst
  date_created: 2023-09-26T10:43:15Z
  date_updated: 2023-09-26T10:43:15Z
  file_id: '14372'
  file_name: 2022_LIPIcS_Grover.pdf
  file_size: 960036
  relation: main_file
  success: 1
file_date_updated: 2023-09-26T10:43:15Z
has_accepted_license: '1'
intvolume: '       243'
language:
- iso: eng
month: '09'
oa: 1
oa_version: Published Version
publication: 33rd International Conference on Concurrency Theory
publication_identifier:
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: Anytime guarantees for reachability in uncountable Markov decision processes
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 243
year: '2022'
...
---
_id: '297'
abstract:
- lang: eng
  text: Graph games played by two players over finite-state graphs are central in
    many problems in computer science. In particular, graph games with ω -regular
    winning conditions, specified as parity objectives, which can express properties
    such as safety, liveness, fairness, are the basic framework for verification and
    synthesis of reactive systems. The decisions for a player at various states of
    the graph game are represented as strategies. While the algorithmic problem for
    solving graph games with parity objectives has been widely studied, the most prominent
    data-structure for strategy representation in graph games has been binary decision
    diagrams (BDDs). However, due to the bit-level representation, BDDs do not retain
    the inherent flavor of the decisions of strategies, and are notoriously hard to
    minimize to obtain succinct representation. In this work we propose decision trees
    for strategy representation in graph games. Decision trees retain the flavor of
    decisions of strategies and allow entropy-based minimization to obtain succinct
    trees. However, decision trees work in settings (e.g., probabilistic models) where
    errors are allowed, and overfitting of data is typically avoided. In contrast,
    for strategies in graph games no error is allowed, and the decision tree must
    represent the entire strategy. We develop new techniques to extend decision trees
    to overcome the above obstacles, while retaining the entropy-based techniques
    to obtain succinct trees. We have implemented our techniques to extend the existing
    decision tree solvers. We present experimental results for problems in reactive
    synthesis to show that decision trees provide a much more efficient data-structure
    for strategy representation as compared to BDDs.
alternative_title:
- LNCS
article_processing_charge: No
author:
- first_name: Tomáš
  full_name: Brázdil, Tomáš
  last_name: Brázdil
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Viktor
  full_name: Toman, Viktor
  id: 3AF3DA7C-F248-11E8-B48F-1D18A9856A87
  last_name: Toman
  orcid: 0000-0001-9036-063X
citation:
  ama: 'Brázdil T, Chatterjee K, Kretinsky J, Toman V. Strategy representation by
    decision trees in reactive synthesis. In: Vol 10805. Springer; 2018:385-407. doi:<a
    href="https://doi.org/10.1007/978-3-319-89960-2_21">10.1007/978-3-319-89960-2_21</a>'
  apa: 'Brázdil, T., Chatterjee, K., Kretinsky, J., &#38; Toman, V. (2018). Strategy
    representation by decision trees in reactive synthesis (Vol. 10805, pp. 385–407).
    Presented at the TACAS 2018: Tools and Algorithms for the Construction and Analysis
    of Systems, Thessaloniki, Greece: Springer. <a href="https://doi.org/10.1007/978-3-319-89960-2_21">https://doi.org/10.1007/978-3-319-89960-2_21</a>'
  chicago: Brázdil, Tomáš, Krishnendu Chatterjee, Jan Kretinsky, and Viktor Toman.
    “Strategy Representation by Decision Trees in Reactive Synthesis,” 10805:385–407.
    Springer, 2018. <a href="https://doi.org/10.1007/978-3-319-89960-2_21">https://doi.org/10.1007/978-3-319-89960-2_21</a>.
  ieee: 'T. Brázdil, K. Chatterjee, J. Kretinsky, and V. Toman, “Strategy representation
    by decision trees in reactive synthesis,” presented at the TACAS 2018: Tools and
    Algorithms for the Construction and Analysis of Systems, Thessaloniki, Greece,
    2018, vol. 10805, pp. 385–407.'
  ista: 'Brázdil T, Chatterjee K, Kretinsky J, Toman V. 2018. Strategy representation
    by decision trees in reactive synthesis. TACAS 2018: Tools and Algorithms for
    the Construction and Analysis of Systems, LNCS, vol. 10805, 385–407.'
  mla: Brázdil, Tomáš, et al. <i>Strategy Representation by Decision Trees in Reactive
    Synthesis</i>. Vol. 10805, Springer, 2018, pp. 385–407, doi:<a href="https://doi.org/10.1007/978-3-319-89960-2_21">10.1007/978-3-319-89960-2_21</a>.
  short: T. Brázdil, K. Chatterjee, J. Kretinsky, V. Toman, in:, Springer, 2018, pp.
    385–407.
conference:
  end_date: 2018-04-20
  location: Thessaloniki, Greece
  name: 'TACAS 2018: Tools and Algorithms for the Construction and Analysis of Systems'
  start_date: 2018-04-14
date_created: 2018-12-11T11:45:41Z
date_published: 2018-04-12T00:00:00Z
date_updated: 2025-03-31T16:01:11Z
day: '12'
ddc:
- '000'
department:
- _id: KrCh
- _id: ToHe
doi: 10.1007/978-3-319-89960-2_21
ec_funded: 1
external_id:
  isi:
  - '000546326300021'
file:
- access_level: open_access
  checksum: b13874ffb114932ad9cc2586b7469db4
  content_type: application/pdf
  creator: dernst
  date_created: 2018-12-17T16:29:08Z
  date_updated: 2020-07-14T12:45:57Z
  file_id: '5723'
  file_name: 2018_LNCS_Brazdil.pdf
  file_size: 1829940
  relation: main_file
file_date_updated: 2020-07-14T12:45:57Z
has_accepted_license: '1'
intvolume: '     10805'
isi: 1
language:
- iso: eng
month: '04'
oa: 1
oa_version: Published Version
page: 385 - 407
project:
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
publication_status: published
publisher: Springer
publist_id: '7584'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Strategy representation by decision trees in reactive synthesis
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 10805
year: '2018'
...
---
_id: '13160'
abstract:
- lang: eng
  text: "Transforming deterministic ω\r\n-automata into deterministic parity automata
    is traditionally done using variants of appearance records. We present a more
    efficient variant of this approach, tailored to Rabin automata, and several optimizations
    applicable to all appearance records. We compare the methods experimentally and
    find out that our method produces smaller automata than previous approaches. Moreover,
    the experiments demonstrate the potential of our method for LTL synthesis, using
    LTL-to-Rabin translators. It leads to significantly smaller parity automata when
    compared to state-of-the-art approaches on complex formulae."
acknowledgement: This work is partially funded by the DFG project “Verified Model
  Checkers” and by the Czech Science Foundation, grant No. P202/12/G061.
alternative_title:
- LNCS
article_processing_charge: No
arxiv: 1
author:
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  id: b21b0c15-30a2-11eb-80dc-f13ca25802e1
  last_name: Meggendorfer
  orcid: 0000-0002-1712-2165
- first_name: Clara
  full_name: Waldmann, Clara
  last_name: Waldmann
- first_name: Maximilian
  full_name: Weininger, Maximilian
  last_name: Weininger
citation:
  ama: 'Kretinsky J, Meggendorfer T, Waldmann C, Weininger M. Index appearance record
    for transforming Rabin automata into parity automata. In: <i>Tools and Algorithms
    for the Construction and Analysis of Systems</i>. Vol 10205. Springer; 2017:443-460.
    doi:<a href="https://doi.org/10.1007/978-3-662-54577-5_26">10.1007/978-3-662-54577-5_26</a>'
  apa: 'Kretinsky, J., Meggendorfer, T., Waldmann, C., &#38; Weininger, M. (2017).
    Index appearance record for transforming Rabin automata into parity automata.
    In <i>Tools and Algorithms for the Construction and Analysis of Systems</i> (Vol.
    10205, pp. 443–460). Uppsala, Sweden: Springer. <a href="https://doi.org/10.1007/978-3-662-54577-5_26">https://doi.org/10.1007/978-3-662-54577-5_26</a>'
  chicago: Kretinsky, Jan, Tobias Meggendorfer, Clara Waldmann, and Maximilian Weininger.
    “Index Appearance Record for Transforming Rabin Automata into Parity Automata.”
    In <i>Tools and Algorithms for the Construction and Analysis of Systems</i>, 10205:443–60.
    Springer, 2017. <a href="https://doi.org/10.1007/978-3-662-54577-5_26">https://doi.org/10.1007/978-3-662-54577-5_26</a>.
  ieee: J. Kretinsky, T. Meggendorfer, C. Waldmann, and M. Weininger, “Index appearance
    record for transforming Rabin automata into parity automata,” in <i>Tools and
    Algorithms for the Construction and Analysis of Systems</i>, Uppsala, Sweden,
    2017, vol. 10205, pp. 443–460.
  ista: 'Kretinsky J, Meggendorfer T, Waldmann C, Weininger M. 2017. Index appearance
    record for transforming Rabin automata into parity automata. Tools and Algorithms
    for the Construction and Analysis of Systems. TACAS: Tools and Algorithms for
    the Construction and Analysis of Systems, LNCS, vol. 10205, 443–460.'
  mla: Kretinsky, Jan, et al. “Index Appearance Record for Transforming Rabin Automata
    into Parity Automata.” <i>Tools and Algorithms for the Construction and Analysis
    of Systems</i>, vol. 10205, Springer, 2017, pp. 443–60, doi:<a href="https://doi.org/10.1007/978-3-662-54577-5_26">10.1007/978-3-662-54577-5_26</a>.
  short: J. Kretinsky, T. Meggendorfer, C. Waldmann, M. Weininger, in:, Tools and
    Algorithms for the Construction and Analysis of Systems, Springer, 2017, pp. 443–460.
conference:
  end_date: 2017-04-29
  location: Uppsala, Sweden
  name: 'TACAS: Tools and Algorithms for the Construction and Analysis of Systems'
  start_date: 2017-04-22
corr_author: '1'
date_created: 2023-06-21T13:21:14Z
date_published: 2017-03-31T00:00:00Z
date_updated: 2025-09-18T10:42:48Z
day: '31'
department:
- _id: KrCh
doi: 10.1007/978-3-662-54577-5_26
external_id:
  arxiv:
  - '1701.05738'
  isi:
  - '000440734900026'
intvolume: '     10205'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.1701.05738
month: '03'
oa: 1
oa_version: Preprint
page: 443-460
publication: Tools and Algorithms for the Construction and Analysis of Systems
publication_identifier:
  eisbn:
  - '9783662545775'
  eissn:
  - 1611-3349
  isbn:
  - '9783662545768'
  issn:
  - 0302-9743
publication_status: published
publisher: Springer
quality_controlled: '1'
status: public
title: Index appearance record for transforming Rabin automata into parity automata
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 10205
year: '2017'
...
---
_id: '1407'
abstract:
- lang: eng
  text: We consider the problem of computing the set of initial states of a dynamical
    system such that there exists a control strategy to ensure that the trajectories
    satisfy a temporal logic specification with probability 1 (almost-surely). We
    focus on discrete-time, stochastic linear dynamics and specifications given as
    formulas of the Generalized Reactivity(1) fragment of Linear Temporal Logic over
    linear predicates in the states of the system. We propose a solution based on
    iterative abstraction-refinement, and turn-based 2-player probabilistic games.
    While the theoretical guarantee of our algorithm after any finite number of iterations
    is only a partial solution, we show that if our algorithm terminates, then the
    result is the set of all satisfying initial states. Moreover, for any (partial)
    solution our algorithm synthesizes witness control strategies to ensure almost-sure
    satisfaction of the temporal logic specification. While the proposed algorithm
    guarantees progress and soundness in every iteration, it is computationally demanding.
    We offer an alternative, more efficient solution for the reachability properties
    that decomposes the problem into a series of smaller problems of the same type.
    All algorithms are demonstrated on an illustrative case study.
article_processing_charge: No
arxiv: 1
author:
- first_name: Mária
  full_name: Svoreňová, Mária
  last_name: Svoreňová
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Ivana
  full_name: Cěrná, Ivana
  last_name: Cěrná
- first_name: Cǎlin
  full_name: Belta, Cǎlin
  last_name: Belta
citation:
  ama: 'Svoreňová M, Kretinsky J, Chmelik M, Chatterjee K, Cěrná I, Belta C. Temporal
    logic control for stochastic linear systems using abstraction refinement of probabilistic
    games. <i>Nonlinear Analysis: Hybrid Systems</i>. 2017;23(2):230-253. doi:<a href="https://doi.org/10.1016/j.nahs.2016.04.006">10.1016/j.nahs.2016.04.006</a>'
  apa: 'Svoreňová, M., Kretinsky, J., Chmelik, M., Chatterjee, K., Cěrná, I., &#38;
    Belta, C. (2017). Temporal logic control for stochastic linear systems using abstraction
    refinement of probabilistic games. <i>Nonlinear Analysis: Hybrid Systems</i>.
    Elsevier. <a href="https://doi.org/10.1016/j.nahs.2016.04.006">https://doi.org/10.1016/j.nahs.2016.04.006</a>'
  chicago: 'Svoreňová, Mária, Jan Kretinsky, Martin Chmelik, Krishnendu Chatterjee,
    Ivana Cěrná, and Cǎlin Belta. “Temporal Logic Control for Stochastic Linear Systems
    Using Abstraction Refinement of Probabilistic Games.” <i>Nonlinear Analysis: Hybrid
    Systems</i>. Elsevier, 2017. <a href="https://doi.org/10.1016/j.nahs.2016.04.006">https://doi.org/10.1016/j.nahs.2016.04.006</a>.'
  ieee: 'M. Svoreňová, J. Kretinsky, M. Chmelik, K. Chatterjee, I. Cěrná, and C. Belta,
    “Temporal logic control for stochastic linear systems using abstraction refinement
    of probabilistic games,” <i>Nonlinear Analysis: Hybrid Systems</i>, vol. 23, no.
    2. Elsevier, pp. 230–253, 2017.'
  ista: 'Svoreňová M, Kretinsky J, Chmelik M, Chatterjee K, Cěrná I, Belta C. 2017.
    Temporal logic control for stochastic linear systems using abstraction refinement
    of probabilistic games. Nonlinear Analysis: Hybrid Systems. 23(2), 230–253.'
  mla: 'Svoreňová, Mária, et al. “Temporal Logic Control for Stochastic Linear Systems
    Using Abstraction Refinement of Probabilistic Games.” <i>Nonlinear Analysis: Hybrid
    Systems</i>, vol. 23, no. 2, Elsevier, 2017, pp. 230–53, doi:<a href="https://doi.org/10.1016/j.nahs.2016.04.006">10.1016/j.nahs.2016.04.006</a>.'
  short: 'M. Svoreňová, J. Kretinsky, M. Chmelik, K. Chatterjee, I. Cěrná, C. Belta,
    Nonlinear Analysis: Hybrid Systems 23 (2017) 230–253.'
date_created: 2018-12-11T11:51:50Z
date_published: 2017-02-01T00:00:00Z
date_updated: 2025-06-11T06:33:00Z
day: '01'
department:
- _id: ToHe
- _id: KrCh
doi: 10.1016/j.nahs.2016.04.006
ec_funded: 1
external_id:
  arxiv:
  - '1410.5387'
  isi:
  - '000390637000014'
intvolume: '        23'
isi: 1
issue: '2'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://arxiv.org/abs/1410.5387
month: '02'
oa: 1
oa_version: Preprint
page: 230 - 253
project:
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
publication: 'Nonlinear Analysis: Hybrid Systems'
publication_status: published
publisher: Elsevier
publist_id: '5800'
quality_controlled: '1'
related_material:
  record:
  - id: '1689'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Temporal logic control for stochastic linear systems using abstraction refinement
  of probabilistic games
type: journal_article
user_id: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 23
year: '2017'
...
---
_id: '471'
abstract:
- lang: eng
  text: 'We present a new algorithm for the statistical model checking of Markov chains
    with respect to unbounded temporal properties, including full linear temporal
    logic. The main idea is that we monitor each simulation run on the fly, in order
    to detect quickly if a bottom strongly connected component is entered with high
    probability, in which case the simulation run can be terminated early. As a result,
    our simulation runs are often much shorter than required by termination bounds
    that are computed a priori for a desired level of confidence on a large state
    space. In comparison to previous algorithms for statistical model checking our
    method is not only faster in many cases but also requires less information about
    the system, namely, only the minimum transition probability that occurs in the
    Markov chain. In addition, our method can be generalised to unbounded quantitative
    properties such as mean-payoff bounds. '
article_number: '12'
article_processing_charge: No
arxiv: 1
author:
- first_name: Przemyslaw
  full_name: Daca, Przemyslaw
  id: 49351290-F248-11E8-B48F-1D18A9856A87
  last_name: Daca
- first_name: Thomas A
  full_name: Henzinger, Thomas A
  id: 40876CD8-F248-11E8-B48F-1D18A9856A87
  last_name: Henzinger
  orcid: 0000−0002−2985−7724
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tatjana
  full_name: Petrov, Tatjana
  id: 3D5811FC-F248-11E8-B48F-1D18A9856A87
  last_name: Petrov
  orcid: 0000-0002-9041-0905
citation:
  ama: Daca P, Henzinger TA, Kretinsky J, Petrov T. Faster statistical model checking
    for unbounded temporal properties. <i>ACM Transactions on Computational Logic</i>.
    2017;18(2). doi:<a href="https://doi.org/10.1145/3060139">10.1145/3060139</a>
  apa: Daca, P., Henzinger, T. A., Kretinsky, J., &#38; Petrov, T. (2017). Faster
    statistical model checking for unbounded temporal properties. <i>ACM Transactions
    on Computational Logic</i>. ACM. <a href="https://doi.org/10.1145/3060139">https://doi.org/10.1145/3060139</a>
  chicago: Daca, Przemyslaw, Thomas A Henzinger, Jan Kretinsky, and Tatjana Petrov.
    “Faster Statistical Model Checking for Unbounded Temporal Properties.” <i>ACM
    Transactions on Computational Logic</i>. ACM, 2017. <a href="https://doi.org/10.1145/3060139">https://doi.org/10.1145/3060139</a>.
  ieee: P. Daca, T. A. Henzinger, J. Kretinsky, and T. Petrov, “Faster statistical
    model checking for unbounded temporal properties,” <i>ACM Transactions on Computational
    Logic</i>, vol. 18, no. 2. ACM, 2017.
  ista: Daca P, Henzinger TA, Kretinsky J, Petrov T. 2017. Faster statistical model
    checking for unbounded temporal properties. ACM Transactions on Computational
    Logic. 18(2), 12.
  mla: Daca, Przemyslaw, et al. “Faster Statistical Model Checking for Unbounded Temporal
    Properties.” <i>ACM Transactions on Computational Logic</i>, vol. 18, no. 2, 12,
    ACM, 2017, doi:<a href="https://doi.org/10.1145/3060139">10.1145/3060139</a>.
  short: P. Daca, T.A. Henzinger, J. Kretinsky, T. Petrov, ACM Transactions on Computational
    Logic 18 (2017).
corr_author: '1'
date_created: 2018-12-11T11:46:39Z
date_published: 2017-05-01T00:00:00Z
date_updated: 2025-09-22T09:21:16Z
day: '01'
department:
- _id: ToHe
doi: 10.1145/3060139
ec_funded: 1
external_id:
  arxiv:
  - '1504.05739'
  isi:
  - '000405208400005'
intvolume: '        18'
isi: 1
issue: '2'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1504.05739
month: '05'
oa: 1
oa_version: Submitted Version
project:
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 25F5A88A-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11402-N23
  name: Moderne Concurrency Paradigms
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication: ACM Transactions on Computational Logic
publication_identifier:
  issn:
  - 1529-3785
publication_status: published
publisher: ACM
publist_id: '7349'
quality_controlled: '1'
related_material:
  record:
  - id: '1234'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Faster statistical model checking for unbounded temporal properties
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 18
year: '2017'
...
---
_id: '645'
abstract:
- lang: eng
  text: Markov decision processes (MDPs) are standard models for probabilistic systems
    with non-deterministic behaviours. Long-run average rewards provide a mathematically
    elegant formalism for expressing long term performance. Value iteration (VI) is
    one of the simplest and most efficient algorithmic approaches to MDPs with other
    properties, such as reachability objectives. Unfortunately, a naive extension
    of VI does not work for MDPs with long-run average rewards, as there is no known
    stopping criterion. In this work our contributions are threefold. (1) We refute
    a conjecture related to stopping criteria for MDPs with long-run average rewards.
    (2) We present two practical algorithms for MDPs with long-run average rewards
    based on VI. First, we show that a combination of applying VI locally for each
    maximal end-component (MEC) and VI for reachability objectives can provide approximation
    guarantees. Second, extending the above approach with a simulation-guided on-demand
    variant of VI, we present an anytime algorithm that is able to deal with very
    large models. (3) Finally, we present experimental results showing that our methods
    significantly outperform the standard approaches on several benchmarks.
alternative_title:
- LNCS
article_processing_charge: No
arxiv: 1
author:
- first_name: Pranav
  full_name: Ashok, Pranav
  last_name: Ashok
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Przemyslaw
  full_name: Daca, Przemyslaw
  id: 49351290-F248-11E8-B48F-1D18A9856A87
  last_name: Daca
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tobias
  full_name: Meggendorfer, Tobias
  last_name: Meggendorfer
citation:
  ama: 'Ashok P, Chatterjee K, Daca P, Kretinsky J, Meggendorfer T. Value iteration
    for long run average reward in markov decision processes. In: Majumdar R, Kunčak
    V, eds. Vol 10426. Springer; 2017:201-221. doi:<a href="https://doi.org/10.1007/978-3-319-63387-9_10">10.1007/978-3-319-63387-9_10</a>'
  apa: 'Ashok, P., Chatterjee, K., Daca, P., Kretinsky, J., &#38; Meggendorfer, T.
    (2017). Value iteration for long run average reward in markov decision processes.
    In R. Majumdar &#38; V. Kunčak (Eds.) (Vol. 10426, pp. 201–221). Presented at
    the CAV: Computer Aided Verification, Heidelberg, Germany: Springer. <a href="https://doi.org/10.1007/978-3-319-63387-9_10">https://doi.org/10.1007/978-3-319-63387-9_10</a>'
  chicago: Ashok, Pranav, Krishnendu Chatterjee, Przemyslaw Daca, Jan Kretinsky, and
    Tobias Meggendorfer. “Value Iteration for Long Run Average Reward in Markov Decision
    Processes.” edited by Rupak Majumdar and Viktor Kunčak, 10426:201–21. Springer,
    2017. <a href="https://doi.org/10.1007/978-3-319-63387-9_10">https://doi.org/10.1007/978-3-319-63387-9_10</a>.
  ieee: 'P. Ashok, K. Chatterjee, P. Daca, J. Kretinsky, and T. Meggendorfer, “Value
    iteration for long run average reward in markov decision processes,” presented
    at the CAV: Computer Aided Verification, Heidelberg, Germany, 2017, vol. 10426,
    pp. 201–221.'
  ista: 'Ashok P, Chatterjee K, Daca P, Kretinsky J, Meggendorfer T. 2017. Value iteration
    for long run average reward in markov decision processes. CAV: Computer Aided
    Verification, LNCS, vol. 10426, 201–221.'
  mla: Ashok, Pranav, et al. <i>Value Iteration for Long Run Average Reward in Markov
    Decision Processes</i>. Edited by Rupak Majumdar and Viktor Kunčak, vol. 10426,
    Springer, 2017, pp. 201–21, doi:<a href="https://doi.org/10.1007/978-3-319-63387-9_10">10.1007/978-3-319-63387-9_10</a>.
  short: P. Ashok, K. Chatterjee, P. Daca, J. Kretinsky, T. Meggendorfer, in:, R.
    Majumdar, V. Kunčak (Eds.), Springer, 2017, pp. 201–221.
conference:
  end_date: 2017-07-28
  location: Heidelberg, Germany
  name: 'CAV: Computer Aided Verification'
  start_date: 2017-07-24
date_created: 2018-12-11T11:47:41Z
date_published: 2017-07-13T00:00:00Z
date_updated: 2025-09-11T07:18:04Z
day: '13'
department:
- _id: KrCh
doi: 10.1007/978-3-319-63387-9_10
ec_funded: 1
editor:
- first_name: Rupak
  full_name: Majumdar, Rupak
  last_name: Majumdar
- first_name: Viktor
  full_name: Kunčak, Viktor
  last_name: Kunčak
external_id:
  arxiv:
  - '1705.02326'
  isi:
  - '000432196400010'
intvolume: '     10426'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1705.02326
month: '07'
oa: 1
oa_version: Submitted Version
page: 201 - 221
project:
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication_identifier:
  isbn:
  - 978-331963386-2
publication_status: published
publisher: Springer
publist_id: '7135'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Value iteration for long run average reward in markov decision processes
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 10426
year: '2017'
...
---
_id: '466'
abstract:
- lang: eng
  text: 'We consider Markov decision processes (MDPs) with multiple limit-average
    (or mean-payoff) objectives. There exist two different views: (i) the expectation
    semantics, where the goal is to optimize the expected mean-payoff objective, and
    (ii) the satisfaction semantics, where the goal is to maximize the probability
    of runs such that the mean-payoff value stays above a given vector. We consider
    optimization with respect to both objectives at once, thus unifying the existing
    semantics. Precisely, the goal is to optimize the expectation while ensuring the
    satisfaction constraint. Our problem captures the notion of optimization with
    respect to strategies that are risk-averse (i.e., ensure certain probabilistic
    guarantee). Our main results are as follows: First, we present algorithms for
    the decision problems which are always polynomial in the size of the MDP. We also
    show that an approximation of the Pareto-curve can be computed in time polynomial
    in the size of the MDP, and the approximation factor, but exponential in the number
    of dimensions. Second, we present a complete characterization of the strategy
    complexity (in terms of memory bounds and randomization) required to solve our
    problem. '
article_number: '15'
article_processing_charge: No
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Zuzana
  full_name: Křetínská, Zuzana
  last_name: Křetínská
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
citation:
  ama: Chatterjee K, Křetínská Z, Kretinsky J. Unifying two views on multiple mean-payoff
    objectives in Markov decision processes. <i>Logical Methods in Computer Science</i>.
    2017;13(2). doi:<a href="https://doi.org/10.23638/LMCS-13(2:15)2017">10.23638/LMCS-13(2:15)2017</a>
  apa: Chatterjee, K., Křetínská, Z., &#38; Kretinsky, J. (2017). Unifying two views
    on multiple mean-payoff objectives in Markov decision processes. <i>Logical Methods
    in Computer Science</i>. International Federation for Computational Logic. <a
    href="https://doi.org/10.23638/LMCS-13(2:15)2017">https://doi.org/10.23638/LMCS-13(2:15)2017</a>
  chicago: Chatterjee, Krishnendu, Zuzana Křetínská, and Jan Kretinsky. “Unifying
    Two Views on Multiple Mean-Payoff Objectives in Markov Decision Processes.” <i>Logical
    Methods in Computer Science</i>. International Federation for Computational Logic,
    2017. <a href="https://doi.org/10.23638/LMCS-13(2:15)2017">https://doi.org/10.23638/LMCS-13(2:15)2017</a>.
  ieee: K. Chatterjee, Z. Křetínská, and J. Kretinsky, “Unifying two views on multiple
    mean-payoff objectives in Markov decision processes,” <i>Logical Methods in Computer
    Science</i>, vol. 13, no. 2. International Federation for Computational Logic,
    2017.
  ista: Chatterjee K, Křetínská Z, Kretinsky J. 2017. Unifying two views on multiple
    mean-payoff objectives in Markov decision processes. Logical Methods in Computer
    Science. 13(2), 15.
  mla: Chatterjee, Krishnendu, et al. “Unifying Two Views on Multiple Mean-Payoff
    Objectives in Markov Decision Processes.” <i>Logical Methods in Computer Science</i>,
    vol. 13, no. 2, 15, International Federation for Computational Logic, 2017, doi:<a
    href="https://doi.org/10.23638/LMCS-13(2:15)2017">10.23638/LMCS-13(2:15)2017</a>.
  short: K. Chatterjee, Z. Křetínská, J. Kretinsky, Logical Methods in Computer Science
    13 (2017).
corr_author: '1'
das_tickbox: '1'
date_created: 2018-12-11T11:46:38Z
date_published: 2017-07-03T00:00:00Z
date_updated: 2026-07-06T13:26:27Z
day: '03'
ddc:
- '004'
department:
- _id: KrCh
doi: 10.23638/LMCS-13(2:15)2017
ec_funded: 1
external_id:
  isi:
  - '000419160800002'
file:
- access_level: open_access
  checksum: bfa405385ec6229ad5ead89ab5751639
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:18:32Z
  date_updated: 2020-07-14T12:46:33Z
  file_id: '5354'
  file_name: IST-2018-957-v1+1_2017_Chatterjee_Unifying_two.pdf
  file_size: 511832
  relation: main_file
file_date_updated: 2020-07-14T12:46:33Z
has_accepted_license: '1'
intvolume: '        13'
isi: 1
issue: '2'
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
project:
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
- _id: 2590DB08-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '701309'
  name: Atomic Resolution Structures of Mitochondrial Respiratory Chain Supercomplexes
publication: Logical Methods in Computer Science
publication_identifier:
  issn:
  - 1860-5974
publication_status: published
publisher: International Federation for Computational Logic
publist_id: '7355'
pubrep_id: '957'
quality_controlled: '1'
related_material:
  record:
  - id: '5429'
    relation: earlier_version
    status: public
  - id: '5435'
    relation: earlier_version
    status: public
  - id: '1657'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Unifying two views on multiple mean-payoff objectives in Markov decision processes
tmp:
  image: /image/cc_by_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nd/4.0/legalcode
  name: Creative Commons Attribution-NoDerivatives 4.0 International (CC BY-ND 4.0)
  short: CC BY-ND (4.0)
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 13
year: '2017'
...
---
_id: '1093'
abstract:
- lang: eng
  text: 'We introduce a general class of distances (metrics) between Markov chains,
    which are based on linear behaviour. This class encompasses distances given topologically
    (such as the total variation distance or trace distance) as well as by temporal
    logics or automata. We investigate which of the distances can be approximated
    by observing the systems, i.e. by black-box testing or simulation, and we provide
    both negative and positive results. '
acknowledgement: "This research was funded in part by the European Research Council
  (ERC) under grant agreement 267989\r\n(QUAREM), the Austrian Science Fund (FWF)
  under grants project S11402-N23 (RiSE and SHiNE)\r\nand Z211-N23 (Wittgenstein Award),
  by the Czech Science Foundation Grant No. P202/12/G061, and\r\nby the SNSF Advanced
  Postdoc. Mobility Fellowship – grant number P300P2_161067."
alternative_title:
- LIPIcs
article_number: '20'
author:
- first_name: Przemyslaw
  full_name: Daca, Przemyslaw
  id: 49351290-F248-11E8-B48F-1D18A9856A87
  last_name: Daca
- first_name: Thomas A
  full_name: Henzinger, Thomas A
  id: 40876CD8-F248-11E8-B48F-1D18A9856A87
  last_name: Henzinger
  orcid: 0000−0002−2985−7724
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tatjana
  full_name: Petrov, Tatjana
  id: 3D5811FC-F248-11E8-B48F-1D18A9856A87
  last_name: Petrov
  orcid: 0000-0002-9041-0905
citation:
  ama: 'Daca P, Henzinger TA, Kretinsky J, Petrov T. Linear distances between Markov
    chains. In: Vol 59. Schloss Dagstuhl - Leibniz-Zentrum für Informatik; 2016. doi:<a
    href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.20">10.4230/LIPIcs.CONCUR.2016.20</a>'
  apa: 'Daca, P., Henzinger, T. A., Kretinsky, J., &#38; Petrov, T. (2016). Linear
    distances between Markov chains (Vol. 59). Presented at the CONCUR: Concurrency
    Theory, Quebec City; Canada: Schloss Dagstuhl - Leibniz-Zentrum für Informatik.
    <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.20">https://doi.org/10.4230/LIPIcs.CONCUR.2016.20</a>'
  chicago: Daca, Przemyslaw, Thomas A Henzinger, Jan Kretinsky, and Tatjana Petrov.
    “Linear Distances between Markov Chains,” Vol. 59. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2016. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.20">https://doi.org/10.4230/LIPIcs.CONCUR.2016.20</a>.
  ieee: 'P. Daca, T. A. Henzinger, J. Kretinsky, and T. Petrov, “Linear distances
    between Markov chains,” presented at the CONCUR: Concurrency Theory, Quebec City;
    Canada, 2016, vol. 59.'
  ista: 'Daca P, Henzinger TA, Kretinsky J, Petrov T. 2016. Linear distances between
    Markov chains. CONCUR: Concurrency Theory, LIPIcs, vol. 59, 20.'
  mla: Daca, Przemyslaw, et al. <i>Linear Distances between Markov Chains</i>. Vol.
    59, 20, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2016, doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2016.20">10.4230/LIPIcs.CONCUR.2016.20</a>.
  short: P. Daca, T.A. Henzinger, J. Kretinsky, T. Petrov, in:, Schloss Dagstuhl -
    Leibniz-Zentrum für Informatik, 2016.
conference:
  end_date: 2016-08-26
  location: Quebec City; Canada
  name: 'CONCUR: Concurrency Theory'
  start_date: 2016-08-23
date_created: 2018-12-11T11:50:06Z
date_published: 2016-08-01T00:00:00Z
date_updated: 2026-04-15T10:02:12Z
day: '01'
ddc:
- '004'
department:
- _id: ToHe
- _id: KrCh
- _id: CaGu
doi: 10.4230/LIPIcs.CONCUR.2016.20
ec_funded: 1
file:
- access_level: open_access
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:11:39Z
  date_updated: 2018-12-12T10:11:39Z
  file_id: '4895'
  file_name: IST-2017-794-v1+1_LIPIcs-CONCUR-2016-20.pdf
  file_size: 501827
  relation: main_file
file_date_updated: 2018-12-12T10:11:39Z
has_accepted_license: '1'
intvolume: '        59'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
publist_id: '6283'
pubrep_id: '794'
quality_controlled: '1'
related_material:
  record:
  - id: '1155'
    relation: dissertation_contains
    status: public
scopus_import: 1
status: public
title: Linear distances between Markov chains
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 59
year: '2016'
...
---
_id: '1234'
abstract:
- lang: eng
  text: We present a new algorithm for the statistical model checking of Markov chains
    with respect to unbounded temporal properties, including full linear temporal
    logic. The main idea is that we monitor each simulation run on the fly, in order
    to detect quickly if a bottom strongly connected component is entered with high
    probability, in which case the simulation run can be terminated early. As a result,
    our simulation runs are often much shorter than required by termination bounds
    that are computed a priori for a desired level of confidence on a large state
    space. In comparison to previous algorithms for statistical model checking our
    method is not only faster in many cases but also requires less information about
    the system, namely, only the minimum transition probability that occurs in the
    Markov chain. In addition, our method can be generalised to unbounded quantitative
    properties such as mean-payoff bounds.
acknowledgement: "This research was funded in part by the European Research Council
  (ERC) under\r\ngrant  agreement  267989  (QUAREM),  the  Austrian  Science  Fund
  \ (FWF)  under\r\ngrants project S11402-N23 (RiSE) and Z211-N23 (Wittgenstein Award),
  the Peo-\r\nple Programme (Marie Curie Actions) of the European Union’s Seventh
  Framework\r\nProgramme (FP7/2007-2013) REA Grant No 291734, the SNSF Advanced Postdoc.\r\nMobility
  Fellowship – grant number P300P2\r\n161067, and the Czech Science Foun-\r\ndation
  under grant agreement P202/12/G061."
alternative_title:
- LNCS
article_processing_charge: No
arxiv: 1
author:
- first_name: Przemyslaw
  full_name: Daca, Przemyslaw
  id: 49351290-F248-11E8-B48F-1D18A9856A87
  last_name: Daca
- first_name: Thomas A
  full_name: Henzinger, Thomas A
  id: 40876CD8-F248-11E8-B48F-1D18A9856A87
  last_name: Henzinger
  orcid: 0000−0002−2985−7724
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Tatjana
  full_name: Petrov, Tatjana
  id: 3D5811FC-F248-11E8-B48F-1D18A9856A87
  last_name: Petrov
  orcid: 0000-0002-9041-0905
citation:
  ama: 'Daca P, Henzinger TA, Kretinsky J, Petrov T. Faster statistical model checking
    for unbounded temporal properties. In: Vol 9636. Springer; 2016:112-129. doi:<a
    href="https://doi.org/10.1007/978-3-662-49674-9_7">10.1007/978-3-662-49674-9_7</a>'
  apa: 'Daca, P., Henzinger, T. A., Kretinsky, J., &#38; Petrov, T. (2016). Faster
    statistical model checking for unbounded temporal properties (Vol. 9636, pp. 112–129).
    Presented at the TACAS: Tools and Algorithms for the Construction and Analysis
    of Systems, Eindhoven, The Netherlands: Springer. <a href="https://doi.org/10.1007/978-3-662-49674-9_7">https://doi.org/10.1007/978-3-662-49674-9_7</a>'
  chicago: Daca, Przemyslaw, Thomas A Henzinger, Jan Kretinsky, and Tatjana Petrov.
    “Faster Statistical Model Checking for Unbounded Temporal Properties,” 9636:112–29.
    Springer, 2016. <a href="https://doi.org/10.1007/978-3-662-49674-9_7">https://doi.org/10.1007/978-3-662-49674-9_7</a>.
  ieee: 'P. Daca, T. A. Henzinger, J. Kretinsky, and T. Petrov, “Faster statistical
    model checking for unbounded temporal properties,” presented at the TACAS: Tools
    and Algorithms for the Construction and Analysis of Systems, Eindhoven, The Netherlands,
    2016, vol. 9636, pp. 112–129.'
  ista: 'Daca P, Henzinger TA, Kretinsky J, Petrov T. 2016. Faster statistical model
    checking for unbounded temporal properties. TACAS: Tools and Algorithms for the
    Construction and Analysis of Systems, LNCS, vol. 9636, 112–129.'
  mla: Daca, Przemyslaw, et al. <i>Faster Statistical Model Checking for Unbounded
    Temporal Properties</i>. Vol. 9636, Springer, 2016, pp. 112–29, doi:<a href="https://doi.org/10.1007/978-3-662-49674-9_7">10.1007/978-3-662-49674-9_7</a>.
  short: P. Daca, T.A. Henzinger, J. Kretinsky, T. Petrov, in:, Springer, 2016, pp.
    112–129.
conference:
  end_date: 2016-04-08
  location: Eindhoven, The Netherlands
  name: 'TACAS: Tools and Algorithms for the Construction and Analysis of Systems'
  start_date: 2016-04-02
date_created: 2018-12-11T11:50:51Z
date_published: 2016-01-01T00:00:00Z
date_updated: 2026-04-15T10:02:12Z
day: '01'
department:
- _id: ToHe
- _id: CaGu
doi: 10.1007/978-3-662-49674-9_7
ec_funded: 1
external_id:
  arxiv:
  - '1504.05739'
  isi:
  - '000406428000007'
intvolume: '      9636'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1504.05739
month: '01'
oa: 1
oa_version: Preprint
page: 112 - 129
project:
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication_status: published
publisher: Springer
publist_id: '6099'
quality_controlled: '1'
related_material:
  record:
  - id: '471'
    relation: later_version
    status: public
  - id: '1155'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Faster statistical model checking for unbounded temporal properties
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 9636
year: '2016'
...
---
_id: '1499'
abstract:
- lang: eng
  text: "We consider weighted automata with both positive and negative integer weights
    on edges and\r\nstudy the problem of synchronization using adaptive strategies
    that may only observe whether\r\nthe current weight-level is negative or nonnegative.
    We show that the synchronization problem is decidable in polynomial time for deterministic
    weighted automata."
acknowledgement: "The research leading to these results has received funding from
  the European Union Seventh Framework Programme (FP7/2007-2013) under grant agreement
  601148 (CASSTING), EU FP7 FET project SENSATION, Sino-Danish Basic Research Center
  IDAE4CPS, the European Research Council (ERC) under grant agreement 267989 (QUAREM),
  the Austrian Science Fund (FWF) project S11402-N23 (RiSE) and Z211-N23 (Wittgenstein
  Award), the Czech Science Foundation under grant agreement P202/12/G061, and People
  Programme (Marie Curie Actions) of the European Union’s Seventh Framework\r\nProgramme
  (FP7/2007-2013) REA Grant No 291734."
alternative_title:
- LIPIcs
author:
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Kim
  full_name: Larsen, Kim
  last_name: Larsen
- first_name: Simon
  full_name: Laursen, Simon
  last_name: Laursen
- first_name: Jiří
  full_name: Srba, Jiří
  last_name: Srba
citation:
  ama: 'Kretinsky J, Larsen K, Laursen S, Srba J. Polynomial time decidability of
    weighted synchronization under partial observability. In: Vol 42. Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik; 2015:142-154. doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2015.142">10.4230/LIPIcs.CONCUR.2015.142</a>'
  apa: 'Kretinsky, J., Larsen, K., Laursen, S., &#38; Srba, J. (2015). Polynomial
    time decidability of weighted synchronization under partial observability (Vol.
    42, pp. 142–154). Presented at the CONCUR: Concurrency Theory, Madrid, Spain:
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2015.142">https://doi.org/10.4230/LIPIcs.CONCUR.2015.142</a>'
  chicago: Kretinsky, Jan, Kim Larsen, Simon Laursen, and Jiří Srba. “Polynomial Time
    Decidability of Weighted Synchronization under Partial Observability,” 42:142–54.
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2015. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2015.142">https://doi.org/10.4230/LIPIcs.CONCUR.2015.142</a>.
  ieee: 'J. Kretinsky, K. Larsen, S. Laursen, and J. Srba, “Polynomial time decidability
    of weighted synchronization under partial observability,” presented at the CONCUR:
    Concurrency Theory, Madrid, Spain, 2015, vol. 42, pp. 142–154.'
  ista: 'Kretinsky J, Larsen K, Laursen S, Srba J. 2015. Polynomial time decidability
    of weighted synchronization under partial observability. CONCUR: Concurrency Theory,
    LIPIcs, vol. 42, 142–154.'
  mla: Kretinsky, Jan, et al. <i>Polynomial Time Decidability of Weighted Synchronization
    under Partial Observability</i>. Vol. 42, Schloss Dagstuhl - Leibniz-Zentrum für
    Informatik, 2015, pp. 142–54, doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2015.142">10.4230/LIPIcs.CONCUR.2015.142</a>.
  short: J. Kretinsky, K. Larsen, S. Laursen, J. Srba, in:, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2015, pp. 142–154.
conference:
  end_date: 2015-09-04
  location: Madrid, Spain
  name: 'CONCUR: Concurrency Theory'
  start_date: 2015-09-01
date_created: 2018-12-11T11:52:22Z
date_published: 2015-01-01T00:00:00Z
date_updated: 2025-04-15T06:26:02Z
day: '01'
ddc:
- '000'
- '003'
department:
- _id: ToHe
- _id: KrCh
doi: 10.4230/LIPIcs.CONCUR.2015.142
ec_funded: 1
file:
- access_level: open_access
  checksum: 49eb5021caafaabe5356c65b9c5f8c9c
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:08:12Z
  date_updated: 2020-07-14T12:44:58Z
  file_id: '4672'
  file_name: IST-2016-498-v1+1_32.pdf
  file_size: 623563
  relation: main_file
file_date_updated: 2020-07-14T12:44:58Z
has_accepted_license: '1'
intvolume: '        42'
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
page: 142 - 154
project:
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
publist_id: '5680'
pubrep_id: '498'
quality_controlled: '1'
scopus_import: 1
status: public
title: Polynomial time decidability of weighted synchronization under partial observability
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 42
year: '2015'
...
---
_id: '1502'
abstract:
- lang: eng
  text: We extend the theory of input-output conformance with operators for merge
    and quotient. The former is useful when testing against multiple requirements
    or views. The latter can be used to generate tests for patches of an already tested
    system. Both operators can combine systems with different action alphabets, which
    is usually the case when constructing complex systems and specifications from
    parts, for instance different views as well as newly defined functionality of
    a~previous version of the system.
acknowledgement: "This research was funded in part by the European Research Council
  (ERC) under grant agreement 267989 (QUAREM), by the Austrian Science Fund (FWF)
  projects S11402-N23(RiSE) and Z211-N23 (Wittgestein Award), by People Programme
  (Marie Curie Actions) of the European Union's Seventh Framework Programme (FP7/2007-2013)
  under REA grant agreement 291734, and by the ARTEMIS JU under grant agreement 295373
  (nSafeCer).  Jan Křetínský has been partially supported by the Czech Science Foundation,
  grant No.  P202/12/G061.  Nikola Beneš has been supported by the\r\nMEYS project
  No. CZ.1.07/2.3.00/30.0009 Employment of Newly Graduated Doctors of Science for
  Scientific Excellence."
alternative_title:
- 'Proceedings of the 18th International ACM SIGSOFT Symposium on Component-Based
  Software Engineering '
article_processing_charge: No
author:
- first_name: Nikola
  full_name: Beneš, Nikola
  last_name: Beneš
- first_name: Przemyslaw
  full_name: Daca, Przemyslaw
  id: 49351290-F248-11E8-B48F-1D18A9856A87
  last_name: Daca
- first_name: Thomas A
  full_name: Henzinger, Thomas A
  id: 40876CD8-F248-11E8-B48F-1D18A9856A87
  last_name: Henzinger
  orcid: 0000−0002−2985−7724
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Dejan
  full_name: Nickovic, Dejan
  last_name: Nickovic
citation:
  ama: 'Beneš N, Daca P, Henzinger TA, Kretinsky J, Nickovic D. Complete composition
    operators for IOCO-testing theory. In: ACM; 2015:101-110. doi:<a href="https://doi.org/10.1145/2737166.2737175">10.1145/2737166.2737175</a>'
  apa: 'Beneš, N., Daca, P., Henzinger, T. A., Kretinsky, J., &#38; Nickovic, D. (2015).
    Complete composition operators for IOCO-testing theory (pp. 101–110). Presented
    at the CBSE: Component-Based Software Engineering , Montreal, QC, Canada: ACM.
    <a href="https://doi.org/10.1145/2737166.2737175">https://doi.org/10.1145/2737166.2737175</a>'
  chicago: Beneš, Nikola, Przemyslaw Daca, Thomas A Henzinger, Jan Kretinsky, and
    Dejan Nickovic. “Complete Composition Operators for IOCO-Testing Theory,” 101–10.
    ACM, 2015. <a href="https://doi.org/10.1145/2737166.2737175">https://doi.org/10.1145/2737166.2737175</a>.
  ieee: 'N. Beneš, P. Daca, T. A. Henzinger, J. Kretinsky, and D. Nickovic, “Complete
    composition operators for IOCO-testing theory,” presented at the CBSE: Component-Based
    Software Engineering , Montreal, QC, Canada, 2015, pp. 101–110.'
  ista: 'Beneš N, Daca P, Henzinger TA, Kretinsky J, Nickovic D. 2015. Complete composition
    operators for IOCO-testing theory. CBSE: Component-Based Software Engineering
    , Proceedings of the 18th International ACM SIGSOFT Symposium on Component-Based
    Software Engineering , , 101–110.'
  mla: Beneš, Nikola, et al. <i>Complete Composition Operators for IOCO-Testing Theory</i>.
    ACM, 2015, pp. 101–10, doi:<a href="https://doi.org/10.1145/2737166.2737175">10.1145/2737166.2737175</a>.
  short: N. Beneš, P. Daca, T.A. Henzinger, J. Kretinsky, D. Nickovic, in:, ACM, 2015,
    pp. 101–110.
conference:
  end_date: 2015-05-08
  location: Montreal, QC, Canada
  name: 'CBSE: Component-Based Software Engineering '
  start_date: 2015-05-04
date_created: 2018-12-11T11:52:24Z
date_published: 2015-05-01T00:00:00Z
date_updated: 2026-04-15T10:02:12Z
day: '01'
ddc:
- '000'
department:
- _id: ToHe
- _id: KrCh
doi: 10.1145/2737166.2737175
ec_funded: 1
external_id:
  isi:
  - '000380554800013'
file:
- access_level: open_access
  checksum: c6ce681035c163a158751f240cb7d389
  content_type: application/pdf
  creator: system
  date_created: 2018-12-12T10:17:46Z
  date_updated: 2020-07-14T12:44:59Z
  file_id: '5303'
  file_name: IST-2016-625-v1+1_conf-cbse-BenesDHKN15.pdf
  file_size: 467561
  relation: main_file
file_date_updated: 2020-07-14T12:44:59Z
has_accepted_license: '1'
isi: 1
language:
- iso: eng
month: '05'
oa: 1
oa_version: Submitted Version
page: 101 - 110
project:
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication_identifier:
  isbn:
  - 978-1-4503-3471-6
publication_status: published
publisher: ACM
publist_id: '5676'
pubrep_id: '625'
quality_controlled: '1'
related_material:
  record:
  - id: '1155'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Complete composition operators for IOCO-testing theory
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
year: '2015'
...
---
_id: '1594'
abstract:
- lang: eng
  text: Quantitative extensions of temporal logics have recently attracted significant
    attention. In this work, we study frequency LTL (fLTL), an extension of LTL which
    allows to speak about frequencies of events along an execution. Such an extension
    is particularly useful for probabilistic systems that often cannot fulfil strict
    qualitative guarantees on the behaviour. It has been recently shown that controller
    synthesis for Markov decision processes and fLTL is decidable when all the bounds
    on frequencies are 1. As a step towards a complete quantitative solution, we show
    that the problem is decidable for the fragment fLTL\GU, where U does not occur
    in the scope of G (but still F can). Our solution is based on a novel translation
    of such quantitative formulae into equivalent deterministic automata.
acknowledgement: "This work is partly supported by the German Research Council (DFG)
  as part of the Transregional Collaborative Research Center AVACS (SFB/TR 14), by
  the Czech Science Foundation under grant agreement P202/12/G061, by the EU 7th Framework
  Programme under grant agreement no. 295261 (MEALS) and 318490 (SENSATION), by the
  CDZ project 1023 (CAP), by the CAS/SAFEA International Partnership Program for Creative
  Research Teams, by the EPSRC grant EP/M023656/1, by the People Programme (Marie
  Curie Actions) of the European Union’s Seventh Framework Programme (FP7/2007–2013)
  REA Grant No 291734, by the Austrian Science Fund (FWF) S11407-N23 (RiSE/SHiNE),
  and by the ERC Start Grant (279307: Graph Games).\r\n"
alternative_title:
- LNCS
article_processing_charge: No
author:
- first_name: Vojtěch
  full_name: Forejt, Vojtěch
  last_name: Forejt
- first_name: Jan
  full_name: Krčál, Jan
  last_name: Krčál
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
citation:
  ama: 'Forejt V, Krčál J, Kretinsky J. Controller synthesis for MDPs and frequency
    LTL\GU. In: Vol 9450. Springer; 2015:162-177. doi:<a href="https://doi.org/10.1007/978-3-662-48899-7_12">10.1007/978-3-662-48899-7_12</a>'
  apa: 'Forejt, V., Krčál, J., &#38; Kretinsky, J. (2015). Controller synthesis for
    MDPs and frequency LTL\GU (Vol. 9450, pp. 162–177). Presented at the LPAR: Logic
    for Programming, Artificial Intelligence, and Reasoning, Suva, Fiji: Springer.
    <a href="https://doi.org/10.1007/978-3-662-48899-7_12">https://doi.org/10.1007/978-3-662-48899-7_12</a>'
  chicago: Forejt, Vojtěch, Jan Krčál, and Jan Kretinsky. “Controller Synthesis for
    MDPs and Frequency LTL\GU,” 9450:162–77. Springer, 2015. <a href="https://doi.org/10.1007/978-3-662-48899-7_12">https://doi.org/10.1007/978-3-662-48899-7_12</a>.
  ieee: 'V. Forejt, J. Krčál, and J. Kretinsky, “Controller synthesis for MDPs and
    frequency LTL\GU,” presented at the LPAR: Logic for Programming, Artificial Intelligence,
    and Reasoning, Suva, Fiji, 2015, vol. 9450, pp. 162–177.'
  ista: 'Forejt V, Krčál J, Kretinsky J. 2015. Controller synthesis for MDPs and frequency
    LTL\GU. LPAR: Logic for Programming, Artificial Intelligence, and Reasoning, LNCS,
    vol. 9450, 162–177.'
  mla: Forejt, Vojtěch, et al. <i>Controller Synthesis for MDPs and Frequency LTL\GU</i>.
    Vol. 9450, Springer, 2015, pp. 162–77, doi:<a href="https://doi.org/10.1007/978-3-662-48899-7_12">10.1007/978-3-662-48899-7_12</a>.
  short: V. Forejt, J. Krčál, J. Kretinsky, in:, Springer, 2015, pp. 162–177.
conference:
  end_date: 2015-11-28
  location: Suva, Fiji
  name: 'LPAR: Logic for Programming, Artificial Intelligence, and Reasoning'
  start_date: 2015-11-24
date_created: 2018-12-11T11:52:55Z
date_published: 2015-11-22T00:00:00Z
date_updated: 2025-09-23T08:21:59Z
day: '22'
department:
- _id: ToHe
- _id: KrCh
doi: 10.1007/978-3-662-48899-7_12
ec_funded: 1
external_id:
  isi:
  - '000375574900012'
intvolume: '      9450'
isi: 1
language:
- iso: eng
month: '11'
oa_version: None
page: 162 - 177
project:
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 2581B60A-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication_status: published
publisher: Springer
publist_id: '5577'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Controller synthesis for MDPs and frequency LTL\GU
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 9450
year: '2015'
...
---
_id: '1601'
abstract:
- lang: eng
  text: We propose a flexible exchange format for ω-automata, as typically used in
    formal verification, and implement support for it in a range of established tools.
    Our aim is to simplify the interaction of tools, helping the research community
    to build upon other people’s work. A key feature of the format is the use of very
    generic acceptance conditions, specified by Boolean combinations of acceptance
    primitives, rather than being limited to common cases such as Büchi, Streett,
    or Rabin. Such flexibility in the choice of acceptance conditions can be exploited
    in applications, for example in probabilistic model checking, and furthermore
    encourages the development of acceptance-agnostic tools for automata manipulations.
    The format allows acceptance conditions that are either state-based or transition-based,
    and also supports alternating automata.
alternative_title:
- LNCS
article_processing_charge: No
author:
- first_name: Tomáš
  full_name: Babiak, Tomáš
  last_name: Babiak
- first_name: František
  full_name: Blahoudek, František
  last_name: Blahoudek
- first_name: Alexandre
  full_name: Duret Lutz, Alexandre
  last_name: Duret Lutz
- first_name: Joachim
  full_name: Klein, Joachim
  last_name: Klein
- first_name: Jan
  full_name: Kretinsky, Jan
  id: 44CEF464-F248-11E8-B48F-1D18A9856A87
  last_name: Kretinsky
  orcid: 0000-0002-8122-2881
- first_name: Daniel
  full_name: Mueller, Daniel
  last_name: Mueller
- first_name: David
  full_name: Parker, David
  last_name: Parker
- first_name: Jan
  full_name: Strejček, Jan
  last_name: Strejček
citation:
  ama: 'Babiak T, Blahoudek F, Duret Lutz A, et al. The Hanoi omega-automata format.
    In: Vol 9206. Springer; 2015:479-486. doi:<a href="https://doi.org/10.1007/978-3-319-21690-4_31">10.1007/978-3-319-21690-4_31</a>'
  apa: 'Babiak, T., Blahoudek, F., Duret Lutz, A., Klein, J., Kretinsky, J., Mueller,
    D., … Strejček, J. (2015). The Hanoi omega-automata format (Vol. 9206, pp. 479–486).
    Presented at the CAV: Computer Aided Verification, San Francisco, CA, United States:
    Springer. <a href="https://doi.org/10.1007/978-3-319-21690-4_31">https://doi.org/10.1007/978-3-319-21690-4_31</a>'
  chicago: Babiak, Tomáš, František Blahoudek, Alexandre Duret Lutz, Joachim Klein,
    Jan Kretinsky, Daniel Mueller, David Parker, and Jan Strejček. “The Hanoi Omega-Automata
    Format,” 9206:479–86. Springer, 2015. <a href="https://doi.org/10.1007/978-3-319-21690-4_31">https://doi.org/10.1007/978-3-319-21690-4_31</a>.
  ieee: 'T. Babiak <i>et al.</i>, “The Hanoi omega-automata format,” presented at
    the CAV: Computer Aided Verification, San Francisco, CA, United States, 2015,
    vol. 9206, pp. 479–486.'
  ista: 'Babiak T, Blahoudek F, Duret Lutz A, Klein J, Kretinsky J, Mueller D, Parker
    D, Strejček J. 2015. The Hanoi omega-automata format. CAV: Computer Aided Verification,
    LNCS, vol. 9206, 479–486.'
  mla: Babiak, Tomáš, et al. <i>The Hanoi Omega-Automata Format</i>. Vol. 9206, Springer,
    2015, pp. 479–86, doi:<a href="https://doi.org/10.1007/978-3-319-21690-4_31">10.1007/978-3-319-21690-4_31</a>.
  short: T. Babiak, F. Blahoudek, A. Duret Lutz, J. Klein, J. Kretinsky, D. Mueller,
    D. Parker, J. Strejček, in:, Springer, 2015, pp. 479–486.
conference:
  end_date: 2015-07-24
  location: San Francisco, CA, United States
  name: 'CAV: Computer Aided Verification'
  start_date: 2015-07-18
date_created: 2018-12-11T11:52:57Z
date_published: 2015-07-16T00:00:00Z
date_updated: 2025-09-23T13:50:55Z
day: '16'
ddc:
- '000'
department:
- _id: ToHe
- _id: KrCh
doi: 10.1007/978-3-319-21690-4_31
ec_funded: 1
external_id:
  isi:
  - '000364182900031'
file:
- access_level: open_access
  checksum: 5885236fa88a439baba9ac6f3e801e93
  content_type: application/pdf
  creator: dernst
  date_created: 2020-05-15T08:38:12Z
  date_updated: 2020-07-14T12:45:04Z
  file_id: '7850'
  file_name: 2015_CAV_Babiak.pdf
  file_size: 1651779
  relation: main_file
file_date_updated: 2020-07-14T12:45:04Z
has_accepted_license: '1'
intvolume: '      9206'
isi: 1
language:
- iso: eng
month: '07'
oa: 1
oa_version: Submitted Version
page: 479 - 486
project:
- _id: 25EE3708-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '267989'
  name: Quantitative Reactive Modeling
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
publication_status: published
publisher: Springer
publist_id: '5566'
quality_controlled: '1'
scopus_import: '1'
status: public
title: The Hanoi omega-automata format
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 9206
year: '2015'
...
