---
OA_place: publisher
OA_type: gold
PlanS_conform: '1'
_id: '22102'
abstract:
- lang: eng
  text: 'Differential privacy (DP) has established itself as one of the standards
    for ensuring privacy of individual data. However, reasoning about DP is a challenging
    and error-prone task, hence methods for formal verification and refutation of
    DP properties have received significant interest in recent years. In this work,
    we present a novel method for automated formal refutation of є-DP. Our method
    refutes є-DP by searching for a pair of inputs together with a non-negative function
    over outputs whose expected value on these two inputs differs by a significant
    amount. The two inputs and the non-negative function over outputs are computed
    simultaneously, by utilizing upper expectation supermartingales and lower expectation
    submartingales from probabilistic program analysis, which we leverage to introduce
    a sound and complete proof rule for є-DP refutation. To the best of our knowledge,
    our method is the first method for є-DP refutation to offer the following four
    desirable features: (1) it is fully automated, (2) it is applicable to stochastic
    mechanisms with sampling instructions from both discrete and continuous distributions,
    (3) it provides soundness guarantees, and (4) it provides semi-completeness guarantees.
    Our experiments show that our prototype tool SuperDP achieves superior performance
    compared to the state of the art and manages to refute є-DP for a number of challenging
    examples collected from the literature, including ones that were out of the reach
    of prior methods.'
acknowledgement: "The authors would like to thank Petr Novotný for valuable discussions
  that helped shape this work.\r\nThis research was supported by the Singapore Ministry
  of Education (MOE) Academic Research\r\nFund (AcRF) Tier 1 grant (Proposal ID: 25-SIS-SMU-009),
  Vienna Science and Technology Fund\r\n(WWTF), State of Lower Austria [Grant ID 10.47379/ICT25017],
  ERC CoG 863818 (ForM-SMArt),\r\nand Austrian Science Fund (FWF) 10.55776/COE12."
article_number: '218'
article_processing_charge: Yes
article_type: original
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Ehsan
  full_name: Kafshdar Goharshadi, Ehsan
  id: 103b4fa0-896a-11ed-bdf8-87b697bef40d
  last_name: Kafshdar Goharshadi
  orcid: 0000-0002-8595-0587
- first_name: Dorde
  full_name: Zikelic, Dorde
  id: 294AA7A6-F248-11E8-B48F-1D18A9856A87
  last_name: Zikelic
  orcid: 0000-0002-4681-1699
citation:
  ama: 'Chatterjee K, Goharshady E, Zikelic D. SuperDP: Differential privacy refutation
    via supermartingales. <i>Proceedings of the ACM on Programming Languages</i>.
    2026;10(PLDI). doi:<a href="https://doi.org/10.1145/3808296">10.1145/3808296</a>'
  apa: 'Chatterjee, K., Goharshady, E., &#38; Zikelic, D. (2026). SuperDP: Differential
    privacy refutation via supermartingales. <i>Proceedings of the ACM on Programming
    Languages</i>. Association for Computing Machinery. <a href="https://doi.org/10.1145/3808296">https://doi.org/10.1145/3808296</a>'
  chicago: 'Chatterjee, Krishnendu, Ehsan Goharshady, and Dorde Zikelic. “SuperDP:
    Differential Privacy Refutation via Supermartingales.” <i>Proceedings of the ACM
    on Programming Languages</i>. Association for Computing Machinery, 2026. <a href="https://doi.org/10.1145/3808296">https://doi.org/10.1145/3808296</a>.'
  ieee: 'K. Chatterjee, E. Goharshady, and D. Zikelic, “SuperDP: Differential privacy
    refutation via supermartingales,” <i>Proceedings of the ACM on Programming Languages</i>,
    vol. 10, no. PLDI. Association for Computing Machinery, 2026.'
  ista: 'Chatterjee K, Goharshady E, Zikelic D. 2026. SuperDP: Differential privacy
    refutation via supermartingales. Proceedings of the ACM on Programming Languages.
    10(PLDI), 218.'
  mla: 'Chatterjee, Krishnendu, et al. “SuperDP: Differential Privacy Refutation via
    Supermartingales.” <i>Proceedings of the ACM on Programming Languages</i>, vol.
    10, no. PLDI, 218, Association for Computing Machinery, 2026, doi:<a href="https://doi.org/10.1145/3808296">10.1145/3808296</a>.'
  short: K. Chatterjee, E. Goharshady, D. Zikelic, Proceedings of the ACM on Programming
    Languages 10 (2026).
corr_author: '1'
das_tickbox: '1'
dataavailabilitystatement: "The artifact supporting the findings of this study, which
  includes the underlying datasets, software\r\ncode, and experiments, is publicly
  available in Zenodo https://zenodo.org/records/19399862."
date_created: 2026-06-21T22:02:59Z
date_published: 2026-06-08T00:00:00Z
date_updated: 2026-06-24T06:39:37Z
day: '08'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1145/3808296
ec_funded: 1
external_id:
  arxiv:
  - '2603.26215'
file:
- access_level: open_access
  checksum: 994bf21d6269dabccf1e1091e02962c5
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  creator: dernst
  date_created: 2026-06-24T06:19:56Z
  date_updated: 2026-06-24T06:19:56Z
  file_id: '22135'
  file_name: 2026_ProcACMProgrammingLanguages_Chatterjee.pdf
  file_size: 858595
  relation: main_file
  success: 1
file_date_updated: 2026-06-24T06:19:56Z
has_accepted_license: '1'
intvolume: '        10'
issue: PLDI
keyword:
- Static Program Analysis
- Differential Privacy
- Probabilistic Programming
- Martingales
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: Proceedings of the ACM on Programming Languages
publication_identifier:
  eissn:
  - 2475-1421
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
related_material:
  record:
  - id: '22134'
    relation: research_data
    status: public
researchdata_availability: yes
scopus_import: '1'
status: public
supplementarymaterial: no
title: 'SuperDP: Differential privacy refutation via supermartingales'
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: 10
year: '2026'
...
---
OA_place: repository
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abstract:
- lang: eng
  text: This artifact provides the source code, benchmarks, and scripts necessary
    to build and reproduce the experimental results for `SuperDP` (Accepted at PLDI
    2026). It also includes instructions for running the tool on user-provided inputs.
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: Ehsan
  full_name: Kafshdar Goharshadi, Ehsan
  id: 103b4fa0-896a-11ed-bdf8-87b697bef40d
  last_name: Kafshdar Goharshadi
  orcid: 0000-0002-8595-0587
- first_name: Dorde
  full_name: Zikelic, Dorde
  id: 294AA7A6-F248-11E8-B48F-1D18A9856A87
  last_name: Zikelic
  orcid: 0000-0002-4681-1699
citation:
  ama: 'Chatterjee K, Goharshady E, Zikelic D. SuperDP: Differential Privacy Refutation
    via Supermartingales. 2026. doi:<a href="https://doi.org/10.5281/ZENODO.18930113">10.5281/ZENODO.18930113</a>'
  apa: 'Chatterjee, K., Goharshady, E., &#38; Zikelic, D. (2026). SuperDP: Differential
    Privacy Refutation via Supermartingales. Zenodo. <a href="https://doi.org/10.5281/ZENODO.18930113">https://doi.org/10.5281/ZENODO.18930113</a>'
  chicago: 'Chatterjee, Krishnendu, Ehsan Goharshady, and Dorde Zikelic. “SuperDP:
    Differential Privacy Refutation via Supermartingales.” Zenodo, 2026. <a href="https://doi.org/10.5281/ZENODO.18930113">https://doi.org/10.5281/ZENODO.18930113</a>.'
  ieee: 'K. Chatterjee, E. Goharshady, and D. Zikelic, “SuperDP: Differential Privacy
    Refutation via Supermartingales.” Zenodo, 2026.'
  ista: 'Chatterjee K, Goharshady E, Zikelic D. 2026. SuperDP: Differential Privacy
    Refutation via Supermartingales, Zenodo, <a href="https://doi.org/10.5281/ZENODO.18930113">10.5281/ZENODO.18930113</a>.'
  mla: 'Chatterjee, Krishnendu, et al. <i>SuperDP: Differential Privacy Refutation
    via Supermartingales</i>. Zenodo, 2026, doi:<a href="https://doi.org/10.5281/ZENODO.18930113">10.5281/ZENODO.18930113</a>.'
  short: K. Chatterjee, E. Goharshady, D. Zikelic, (2026).
corr_author: '1'
date_created: 2026-06-24T06:25:29Z
date_published: 2026-03-09T00:00:00Z
date_updated: 2026-06-24T06:39:38Z
day: '09'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.5281/ZENODO.18930113
has_accepted_license: '1'
main_file_link:
- open_access: '1'
  url: https://doi.org/10.5281/ZENODO.18930113
month: '03'
oa: 1
oa_version: Published Version
publisher: Zenodo
related_material:
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    relation: used_in_publication
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status: public
title: 'SuperDP: Differential Privacy Refutation via Supermartingales'
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: research_data_reference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2026'
...
---
OA_place: publisher
OA_type: gold
_id: '21411'
abstract:
- lang: eng
  text: "To achieve fast recovery from link failures, most modern communication networks
    feature fully\r\ndecentralized fast re-routing mechanisms. These re-routing mechanisms
    rely on pre-installed static re-routing rules at the nodes (the routers), which
    depend only on local failure information, namely on the failed links incident
    to the node. Ideally, a network is perfectly resilient: the re-routing rules ensure
    that packets are always successfully routed to their destinations as long as the
    source and the destination are still physically connected in the underlying network
    after the failures. Unfortunately, there are examples where achieving perfect
    resilience is not possible. Surprisingly, only very little is known about the
    algorithmic aspect of when and how perfect resilience can be achieved. We investigate
    the computational complexity of analyzing such local fast re-routing mechanisms.
    Our main result is a negative one: we show that even checking whether a given
    set of static re-routing rules ensures perfect resilience is coNP-complete. Additionally,
    we investigate other fundamental variations of the problem. In particular, we
    show that our coNP-completeness proof also applies to scenarios where the re-routing
    rules have specific patterns (known as skipping in the literature). On the positive
    side, for scenarios where nodes do not have information about the link from which
    a packet arrived (the so-called in-port), we present a linear-time algorithm to
    realize perfect resilience whenever possible (which we show can also be determined
    in linear time). "
acknowledgement: "Matthias Bentert: ERC Horizon 2020 research and innovation programme
  (grant agreement\r\nNo. 819416) and ERC Consolidator grant AdjustNet (agreement
  No. 864228).\r\nEsra Ceylan: German Research Foundation (DFG) project ReNO, Schwerpunktprogramm:\r\nResilienz
  in Vernetzten Welten – Beherrschen von Fehlern, Überlast, Angriffen und dem\r\nUnbekannten
  (SPP 2378).\r\nStefan Schmid: German Research Foundation (DFG) project ReNO, Schwerpunktprogramm:\r\nResilienz
  in Vernetzten Welten – Beherrschen von Fehlern, Überlast, Angriffen und dem\r\nUnbekannten
  (SPP 2378)."
alternative_title:
- LIPIcs
article_number: '31'
article_processing_charge: No
author:
- first_name: Matthias
  full_name: Bentert, Matthias
  last_name: Bentert
- first_name: Esra
  full_name: Ceylan, Esra
  last_name: Ceylan
- first_name: Valentin
  full_name: Hübner, Valentin
  id: 2c8aa207-dc7d-11ea-9b2f-f22972ecd910
  last_name: Hübner
  orcid: 0009-0001-5009-4987
- first_name: Stefan
  full_name: Schmid, Stefan
  last_name: Schmid
- first_name: Jiří
  full_name: Srba, Jiří
  last_name: Srba
citation:
  ama: 'Bentert M, Ceylan E, Hübner V, Schmid S, Srba J. Fast re-routing in networks:
    On the complexity of perfect resilience. In: <i>29th International Conference
    on Principles of Distributed Systems</i>. Vol 361. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik; 2026. doi:<a href="https://doi.org/10.4230/LIPIcs.OPODIS.2025.31">10.4230/LIPIcs.OPODIS.2025.31</a>'
  apa: 'Bentert, M., Ceylan, E., Hübner, V., Schmid, S., &#38; Srba, J. (2026). Fast
    re-routing in networks: On the complexity of perfect resilience. In <i>29th International
    Conference on Principles of Distributed Systems</i> (Vol. 361). Iaşi, Romania:
    Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.OPODIS.2025.31">https://doi.org/10.4230/LIPIcs.OPODIS.2025.31</a>'
  chicago: 'Bentert, Matthias, Esra Ceylan, Valentin Hübner, Stefan Schmid, and Jiří
    Srba. “Fast Re-Routing in Networks: On the Complexity of Perfect Resilience.”
    In <i>29th International Conference on Principles of Distributed Systems</i>,
    Vol. 361. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2026. <a href="https://doi.org/10.4230/LIPIcs.OPODIS.2025.31">https://doi.org/10.4230/LIPIcs.OPODIS.2025.31</a>.'
  ieee: 'M. Bentert, E. Ceylan, V. Hübner, S. Schmid, and J. Srba, “Fast re-routing
    in networks: On the complexity of perfect resilience,” in <i>29th International
    Conference on Principles of Distributed Systems</i>, Iaşi, Romania, 2026, vol.
    361.'
  ista: 'Bentert M, Ceylan E, Hübner V, Schmid S, Srba J. 2026. Fast re-routing in
    networks: On the complexity of perfect resilience. 29th International Conference
    on Principles of Distributed Systems. OPODIS: Conference on Principles of Distributed
    Systems, LIPIcs, vol. 361, 31.'
  mla: 'Bentert, Matthias, et al. “Fast Re-Routing in Networks: On the Complexity
    of Perfect Resilience.” <i>29th International Conference on Principles of Distributed
    Systems</i>, vol. 361, 31, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2026, doi:<a href="https://doi.org/10.4230/LIPIcs.OPODIS.2025.31">10.4230/LIPIcs.OPODIS.2025.31</a>.'
  short: M. Bentert, E. Ceylan, V. Hübner, S. Schmid, J. Srba, in:, 29th International
    Conference on Principles of Distributed Systems, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2026.
conference:
  end_date: 2025-12-05
  location: Iaşi, Romania
  name: 'OPODIS: Conference on Principles of Distributed Systems'
  start_date: 2025-12-03
date_created: 2026-03-08T23:01:46Z
date_published: 2026-01-07T00:00:00Z
date_updated: 2026-03-09T12:36:11Z
day: '07'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.OPODIS.2025.31
file:
- access_level: open_access
  checksum: a7af114da7c38d2338b4edb922eb27f1
  content_type: application/pdf
  creator: dernst
  date_created: 2026-03-09T12:33:58Z
  date_updated: 2026-03-09T12:33:58Z
  file_id: '21419'
  file_name: 2026_OPODIS_Bentert.pdf
  file_size: 1041334
  relation: main_file
  success: 1
file_date_updated: 2026-03-09T12:33:58Z
has_accepted_license: '1'
intvolume: '       361'
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
publication: 29th International Conference on Principles of Distributed Systems
publication_identifier:
  eissn:
  - 1868-8969
  isbn:
  - '9783959774093'
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Fast re-routing in networks: On the complexity of perfect resilience'
tmp:
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  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
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  short: CC BY (4.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 361
year: '2026'
...
---
OA_place: publisher
OA_type: hybrid
_id: '21661'
abstract:
- lang: eng
  text: Model checking undiscounted reachability and expected-reward properties on
    Markov decision processes (MDPs) are key for the verification of systems that
    act under uncertainty. Popular algorithms are policy iteration and variants of
    value iteration; in tool competitions, most participants rely on the latter. These
    algorithms generally need worst-case exponential time. However, the problem can
    equally be formulated as a linear programme, solvable in polynomial time. In this
    paper, we give a detailed overview of today’s state-of-the-art algorithms for
    MDP model checking with a focus on performance and correctness. We highlight their
    fundamental differences, and describe various optimizations and implementation
    variants. We experimentally compare floating-point and exact-arithmetic implementations
    of all algorithms on three benchmark sets using two probabilistic model checkers.
    Our results show that (optimistic) value iteration is a sensible default, but
    other algorithms are preferable in specific settings. This paper thereby provides
    a guide for MDP verification practitioners—tool builders and users alike.
acknowledgement: "This research was funded by the European Union’s Horizon 2020 research
  and innovation programme under Marie Skłodowska-Curie grant agreements 101008233
  (MISSION)\r\nand 101034413 (IST-BRIDGE), by the Interreg North Sea project STORM_SAFE,
  by a KI-Starter grant from the Ministerium für Kultur und Wissenschaft NRW, by NWO
  VENI grant no. 639.021.754, and by NWO VIDI grant VI.Vidi.223.110 (TruSTy). Experiments
  were performed with computing resources granted by RWTH Aachen University under
  project rwth1632."
article_processing_charge: Yes (in subscription journal)
article_type: original
author:
- first_name: Arnd
  full_name: Hartmanns, Arnd
  last_name: Hartmanns
- first_name: Sebastian
  full_name: Junges, Sebastian
  last_name: Junges
- first_name: Tim
  full_name: Quatmann, Tim
  last_name: Quatmann
- first_name: Maximilian
  full_name: Weininger, Maximilian
  id: 02ab0197-cc70-11ed-ab61-918e71f56881
  last_name: Weininger
  orcid: 0000-0002-0163-2152
citation:
  ama: Hartmanns A, Junges S, Quatmann T, Weininger M. The revised practitioner’s
    guide to MDP model checking algorithms. <i>International Journal on Software Tools
    for Technology Transfer</i>. 2026. doi:<a href="https://doi.org/10.1007/s10009-026-00848-y">10.1007/s10009-026-00848-y</a>
  apa: Hartmanns, A., Junges, S., Quatmann, T., &#38; Weininger, M. (2026). The revised
    practitioner’s guide to MDP model checking algorithms. <i>International Journal
    on Software Tools for Technology Transfer</i>. Springer Nature. <a href="https://doi.org/10.1007/s10009-026-00848-y">https://doi.org/10.1007/s10009-026-00848-y</a>
  chicago: Hartmanns, Arnd, Sebastian Junges, Tim Quatmann, and Maximilian Weininger.
    “The Revised Practitioner’s Guide to MDP Model Checking Algorithms.” <i>International
    Journal on Software Tools for Technology Transfer</i>. Springer Nature, 2026.
    <a href="https://doi.org/10.1007/s10009-026-00848-y">https://doi.org/10.1007/s10009-026-00848-y</a>.
  ieee: A. Hartmanns, S. Junges, T. Quatmann, and M. Weininger, “The revised practitioner’s
    guide to MDP model checking algorithms,” <i>International Journal on Software
    Tools for Technology Transfer</i>. Springer Nature, 2026.
  ista: Hartmanns A, Junges S, Quatmann T, Weininger M. 2026. The revised practitioner’s
    guide to MDP model checking algorithms. International Journal on Software Tools
    for Technology Transfer.
  mla: Hartmanns, Arnd, et al. “The Revised Practitioner’s Guide to MDP Model Checking
    Algorithms.” <i>International Journal on Software Tools for Technology Transfer</i>,
    Springer Nature, 2026, doi:<a href="https://doi.org/10.1007/s10009-026-00848-y">10.1007/s10009-026-00848-y</a>.
  short: A. Hartmanns, S. Junges, T. Quatmann, M. Weininger, International Journal
    on Software Tools for Technology Transfer (2026).
date_created: 2026-04-05T22:01:32Z
date_published: 2026-03-09T00:00:00Z
date_updated: 2026-04-07T09:52:54Z
day: '09'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1007/s10009-026-00848-y
ec_funded: 1
has_accepted_license: '1'
keyword:
- Quantitative model checking
- Markov decision process
- Linear programming
- Value iteration
- Policy iteration
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/s10009-026-00848-y
month: '03'
oa: 1
oa_version: Published Version
project:
- _id: fc2ed2f7-9c52-11eb-aca3-c01059dda49c
  call_identifier: H2020
  grant_number: '101034413'
  name: 'IST-BRIDGE: International postdoctoral program'
publication: International Journal on Software Tools for Technology Transfer
publication_identifier:
  eissn:
  - 1433-2787
  issn:
  - 1433-2779
publication_status: epub_ahead
publisher: Springer Nature
quality_controlled: '1'
related_material:
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scopus_import: '1'
status: public
title: The revised practitioner’s guide to MDP model checking algorithms
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  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
year: '2026'
...
---
OA_place: repository
OA_type: green
_id: '21717'
abstract:
- lang: eng
  text: Robust Markov Decision Processes (RMDPs) generalize classical MDPs that consider
    uncertainties in transition probabilities by defining a set of possible transition
    functions. An objective is a set of runs (or infinite trajectories) of the RMDP,
    and the value for an objective is the maximal probability that the agent can guarantee
    against the adversarial environment. We consider (a) reachability objectives,
    where given a target set of states, the goal is to eventually arrive at one of
    them; and (b) parity objectives, which are a canonical representation for ω-regular
    objectives. The qualitative analysis problem asks whether the objective can be
    ensured with probability 1. In this work, we study the qualitative problem for
    reachability and parity objectives on RMDPs without making any assumption over
    the structures of the RMDPs, e.g., unichain or aperiodic. Our contributions are
    twofold. We first present efficient algorithms with oracle access to uncertainty
    sets that solve qualitative problems of reachability and parity objectives. We
    then report experimental results demonstrating the effectiveness of our oracle-based
    approach on classical RMDP examples from the literature scaling up to thousands
    of states.
acknowledgement: This work was supported by ERC CoG 863818 (ForMSMArt) and Austrian
  Science Fund (FWF) 10.55776/COE12. We also thank Hossein Zakerinia for his helpful
  feedback.
article_processing_charge: No
arxiv: 1
author:
- first_name: Ali
  full_name: Asadi, Ali
  id: 02d96aae-000e-11ec-b801-cadd0a5eefbb
  last_name: Asadi
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Ehsan
  full_name: Kafshdar Goharshadi, Ehsan
  id: 103b4fa0-896a-11ed-bdf8-87b697bef40d
  last_name: Kafshdar Goharshadi
  orcid: 0000-0002-8595-0587
- first_name: Mehrdad
  full_name: Karrabi, Mehrdad
  id: 67638922-f394-11eb-9cf6-f20423e08757
  last_name: Karrabi
  orcid: 0009-0007-5253-9170
- first_name: Ali
  full_name: Shafiee, Ali
  id: 2783031a-7378-11f0-b2d0-f17f1db2ebad
  last_name: Shafiee
citation:
  ama: 'Asadi A, Chatterjee K, Goharshady E, Karrabi M, Shafiee A. Qualitative analysis
    of ω-regular objectives on robust MDPs. In: <i>Proceedings of the 40th AAAI Conference
    on Artificial Intelligence</i>. Vol 40. Association for the Advancement of Artificial
    Intelligence; 2026:36137-36145. doi:<a href="https://doi.org/10.1609/aaai.v40i43.40931">10.1609/aaai.v40i43.40931</a>'
  apa: 'Asadi, A., Chatterjee, K., Goharshady, E., Karrabi, M., &#38; Shafiee, A.
    (2026). Qualitative analysis of ω-regular objectives on robust MDPs. In <i>Proceedings
    of the 40th AAAI Conference on Artificial Intelligence</i> (Vol. 40, pp. 36137–36145).
    Singapore, Singapore: Association for the Advancement of Artificial Intelligence.
    <a href="https://doi.org/10.1609/aaai.v40i43.40931">https://doi.org/10.1609/aaai.v40i43.40931</a>'
  chicago: Asadi, Ali, Krishnendu Chatterjee, Ehsan Goharshady, Mehrdad Karrabi, and
    Ali Shafiee. “Qualitative Analysis of ω-Regular Objectives on Robust MDPs.” In
    <i>Proceedings of the 40th AAAI Conference on Artificial Intelligence</i>, 40:36137–45.
    Association for the Advancement of Artificial Intelligence, 2026. <a href="https://doi.org/10.1609/aaai.v40i43.40931">https://doi.org/10.1609/aaai.v40i43.40931</a>.
  ieee: A. Asadi, K. Chatterjee, E. Goharshady, M. Karrabi, and A. Shafiee, “Qualitative
    analysis of ω-regular objectives on robust MDPs,” in <i>Proceedings of the 40th
    AAAI Conference on Artificial Intelligence</i>, Singapore, Singapore, 2026, vol.
    40, no. 43, pp. 36137–36145.
  ista: 'Asadi A, Chatterjee K, Goharshady E, Karrabi M, Shafiee A. 2026. Qualitative
    analysis of ω-regular objectives on robust MDPs. Proceedings of the 40th AAAI
    Conference on Artificial Intelligence. AAAI: Conference on Artificial Intelligence
    vol. 40, 36137–36145.'
  mla: Asadi, Ali, et al. “Qualitative Analysis of ω-Regular Objectives on Robust
    MDPs.” <i>Proceedings of the 40th AAAI Conference on Artificial Intelligence</i>,
    vol. 40, no. 43, Association for the Advancement of Artificial Intelligence, 2026,
    pp. 36137–45, doi:<a href="https://doi.org/10.1609/aaai.v40i43.40931">10.1609/aaai.v40i43.40931</a>.
  short: A. Asadi, K. Chatterjee, E. Goharshady, M. Karrabi, A. Shafiee, in:, Proceedings
    of the 40th AAAI Conference on Artificial Intelligence, Association for the Advancement
    of Artificial Intelligence, 2026, pp. 36137–36145.
conference:
  end_date: 2026-01-27
  location: Singapore, Singapore
  name: 'AAAI: Conference on Artificial Intelligence'
  start_date: 2026-01-20
date_created: 2026-04-12T22:01:50Z
date_published: 2026-03-14T00:00:00Z
date_updated: 2026-05-04T11:38:56Z
day: '14'
department:
- _id: KrCh
- _id: GradSch
doi: 10.1609/aaai.v40i43.40931
ec_funded: 1
external_id:
  arxiv:
  - '2505.04539'
intvolume: '        40'
issue: '43'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2505.04539
month: '03'
oa: 1
oa_version: Preprint
page: 36137-36145
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: Proceedings of the 40th AAAI Conference on Artificial Intelligence
publication_identifier:
  eissn:
  - 2374-3468
  issn:
  - 2159-5399
publication_status: published
publisher: Association for the Advancement of Artificial Intelligence
quality_controlled: '1'
scopus_import: '1'
status: public
title: Qualitative analysis of ω-regular objectives on robust MDPs
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 40
year: '2026'
...
---
OA_place: repository
OA_type: green
_id: '21722'
abstract:
- lang: eng
  text: 'Partially observable Markov decision processes (POMDPs) are a central model
    for uncertainty in sequential decision making. The most basic objective is the
    reachability objective, where a target set must be eventually visited, and the
    more general parity objectives can model all omega-regular specifications. For
    such objectives, the computational analysis problems are the following: (a) qualitative
    analysis that asks whether the objective can be satisfied with probability 1 (almost-sure
    winning) or probability arbitrarily close to 1 (limit-sure winning); and (b) quantitative
    analysis that asks for the approximation of the optimal probability of satisfying
    the objective. For general POMDPs, almost-sure analysis for reachability objectives
    is EXPTIME-complete, but limit-sure and quantitative analyses for reachability
    objectives are undecidable; almost-sure, limit-sure, and quantitative analyses
    for parity objectives are all undecidable. A special class of POMDPs, called revealing
    POMDPs, has been studied recently in several works, and for this subclass the
    almost-sure analysis for parity objectives was shown to be EXPTIME-complete. In
    this work, we show that for revealing POMDPs the limit-sure analysis for parity
    objectives is EXPTIME-complete, and even the quantitative analysis for parity
    objectives can be achieved in EXPTIME.'
acknowledgement: "This work was partially supported by the ANRT under the French CIFRE
  Ph.D program in collaboration between NyxAir and Paris-Dauphine University (Contract:
  CIFRE N° 2022/0513), by the French Agence Nationale de la Recherche (ANR) under
  reference ANR-21-CE40-\r\n0020 (CONVERGENCE project), by Austrian Science Fund (FWF)
  10.55776/COE12, and by the ERC CoG 863818 (ForM-SMArt) grant."
article_processing_charge: No
arxiv: 1
author:
- first_name: Ali
  full_name: Asadi, Ali
  id: 02d96aae-000e-11ec-b801-cadd0a5eefbb
  last_name: Asadi
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: David
  full_name: Lurie, David
  id: 579a6c20-34cf-11f1-acbd-8c2f19cdb4da
  last_name: Lurie
- first_name: Raimundo J
  full_name: Saona Urmeneta, Raimundo J
  id: BD1DF4C4-D767-11E9-B658-BC13E6697425
  last_name: Saona Urmeneta
  orcid: 0000-0001-5103-038X
citation:
  ama: 'Asadi A, Chatterjee K, Lurie D, Saona Urmeneta RJ. Revealing POMDPs: Qualitative
    and quantitative analysis for parity objectives. In: <i>Proceedings of the AAAI
    Conference on Artificial Intelligence</i>. Vol 40. Association for the Advancement
    of Artificial Intelligence; 2026:36146-36154. doi:<a href="https://doi.org/10.1609/aaai.v40i43.40932">10.1609/aaai.v40i43.40932</a>'
  apa: 'Asadi, A., Chatterjee, K., Lurie, D., &#38; Saona Urmeneta, R. J. (2026).
    Revealing POMDPs: Qualitative and quantitative analysis for parity objectives.
    In <i>Proceedings of the AAAI Conference on Artificial Intelligence</i> (Vol.
    40, pp. 36146–36154). Singapore, Singapore: Association for the Advancement of
    Artificial Intelligence. <a href="https://doi.org/10.1609/aaai.v40i43.40932">https://doi.org/10.1609/aaai.v40i43.40932</a>'
  chicago: 'Asadi, Ali, Krishnendu Chatterjee, David Lurie, and Raimundo J Saona Urmeneta.
    “Revealing POMDPs: Qualitative and Quantitative Analysis for Parity Objectives.”
    In <i>Proceedings of the AAAI Conference on Artificial Intelligence</i>, 40:36146–54.
    Association for the Advancement of Artificial Intelligence, 2026. <a href="https://doi.org/10.1609/aaai.v40i43.40932">https://doi.org/10.1609/aaai.v40i43.40932</a>.'
  ieee: 'A. Asadi, K. Chatterjee, D. Lurie, and R. J. Saona Urmeneta, “Revealing POMDPs:
    Qualitative and quantitative analysis for parity objectives,” in <i>Proceedings
    of the AAAI Conference on Artificial Intelligence</i>, Singapore, Singapore, 2026,
    vol. 40, no. 43, pp. 36146–36154.'
  ista: 'Asadi A, Chatterjee K, Lurie D, Saona Urmeneta RJ. 2026. Revealing POMDPs:
    Qualitative and quantitative analysis for parity objectives. Proceedings of the
    AAAI Conference on Artificial Intelligence. AAAI: Conference on Artificial Intelligence
    vol. 40, 36146–36154.'
  mla: 'Asadi, Ali, et al. “Revealing POMDPs: Qualitative and Quantitative Analysis
    for Parity Objectives.” <i>Proceedings of the AAAI Conference on Artificial Intelligence</i>,
    vol. 40, no. 43, Association for the Advancement of Artificial Intelligence, 2026,
    pp. 36146–54, doi:<a href="https://doi.org/10.1609/aaai.v40i43.40932">10.1609/aaai.v40i43.40932</a>.'
  short: A. Asadi, K. Chatterjee, D. Lurie, R.J. Saona Urmeneta, in:, Proceedings
    of the AAAI Conference on Artificial Intelligence, Association for the Advancement
    of Artificial Intelligence, 2026, pp. 36146–36154.
conference:
  end_date: 2026-01-27
  location: Singapore, Singapore
  name: 'AAAI: Conference on Artificial Intelligence'
  start_date: 2026-01-20
corr_author: '1'
date_created: 2026-04-12T22:01:52Z
date_published: 2026-03-14T00:00:00Z
date_updated: 2026-05-04T11:44:14Z
day: '14'
department:
- _id: KrCh
doi: 10.1609/aaai.v40i43.40932
ec_funded: 1
external_id:
  arxiv:
  - '2511.13134'
intvolume: '        40'
issue: '43'
language:
- iso: eng
main_file_link:
- url: https://doi.org/10.48550/arXiv.2511.13134
month: '03'
oa_version: Preprint
page: 36146-36154
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: Proceedings of the AAAI Conference on Artificial Intelligence
publication_identifier:
  eissn:
  - 2374-3468
  issn:
  - 2159-5399
publication_status: published
publisher: Association for the Advancement of Artificial Intelligence
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Revealing POMDPs: Qualitative and quantitative analysis for parity objectives'
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 40
year: '2026'
...
---
DOAJ_listed: '1'
OA_place: publisher
OA_type: gold
_id: '22101'
abstract:
- lang: eng
  text: "Evolutionary biology examines how the genetic and phenotypic composition\r\nof
    populations changes over time. An important goal is to determine the\r\nfixation
    probability of a single advantageous mutant that arises in a homogeneous\r\npopulation
    of N residents. Many real populations experience environmental\r\ngradients that
    cause mutations to be beneficial in some spatial\r\nregions but harmful in others.
    Here, we study the fixation probability of a\r\nmutant placed on a simple one-dimensional
    spatial structure that experiences\r\nsuch a gradient. The mutant’s fitness varies
    linearly from1 − s to 1 + s, whereas\r\nthe resident fitness is constant and equal
    to 1. The existing literature suggests\r\nthat such heterogeneity in the mutant’s
    fitness should lead to a decrease in its\r\nfixation probability. However, in
    this work, we find that small, non-negligible\r\ngradients (s < 1=√N) substantially
    increase the fixation probability,while larger\r\ngradients (s > (log N)/√N) substantially
    decrease it.Moreover, we quantify the\r\nstrength of this phenomenon analytically
    and we precisely delimit the range of\r\nthe gradients for which it occurs. Our
    computer simulations closely match\r\nthose findings. Altogether, our results
    indicate that subjecting a simple\r\npopulation structure to natural environmental
    conditions can produce strong\r\ncounterintuitive effects."
acknowledgement: "J.S. and K.C. were supported by the European Research Council (ERC)\r\nCoG
  863818 (ForM-SMArt) and Austrian Science Fund (FWF) 10.55776/\r\nCOE12. J.T. was
  supported by GAČR grant 25-17377S and by Charles\r\nUniv. projects UNCE 24/SCI/008
  and PRIMUS 24/SCI/012."
article_number: '5325'
article_processing_charge: Yes
article_type: original
author:
- first_name: Jakub
  full_name: Svoboda, Jakub
  id: 130759D2-D7DD-11E9-87D2-DE0DE6697425
  last_name: Svoboda
  orcid: 0000-0002-1419-3267
- first_name: Hossein
  full_name: Nemati, Hossein
  last_name: Nemati
- first_name: Josef
  full_name: Tkadlec, Josef
  id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87
  last_name: Tkadlec
  orcid: 0000-0002-1097-9684
- first_name: Kamran
  full_name: Kaveh, Kamran
  last_name: Kaveh
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
citation:
  ama: Svoboda J, Nemati H, Tkadlec J, Kaveh K, Chatterjee K. The effect of the fitness
    gradient on fixation probability. <i>Nature Communications</i>. 2026;17. doi:<a
    href="https://doi.org/10.1038/s41467-026-71777-2">10.1038/s41467-026-71777-2</a>
  apa: Svoboda, J., Nemati, H., Tkadlec, J., Kaveh, K., &#38; Chatterjee, K. (2026).
    The effect of the fitness gradient on fixation probability. <i>Nature Communications</i>.
    Springer Nature. <a href="https://doi.org/10.1038/s41467-026-71777-2">https://doi.org/10.1038/s41467-026-71777-2</a>
  chicago: Svoboda, Jakub, Hossein Nemati, Josef Tkadlec, Kamran Kaveh, and Krishnendu
    Chatterjee. “The Effect of the Fitness Gradient on Fixation Probability.” <i>Nature
    Communications</i>. Springer Nature, 2026. <a href="https://doi.org/10.1038/s41467-026-71777-2">https://doi.org/10.1038/s41467-026-71777-2</a>.
  ieee: J. Svoboda, H. Nemati, J. Tkadlec, K. Kaveh, and K. Chatterjee, “The effect
    of the fitness gradient on fixation probability,” <i>Nature Communications</i>,
    vol. 17. Springer Nature, 2026.
  ista: Svoboda J, Nemati H, Tkadlec J, Kaveh K, Chatterjee K. 2026. The effect of
    the fitness gradient on fixation probability. Nature Communications. 17, 5325.
  mla: Svoboda, Jakub, et al. “The Effect of the Fitness Gradient on Fixation Probability.”
    <i>Nature Communications</i>, vol. 17, 5325, Springer Nature, 2026, doi:<a href="https://doi.org/10.1038/s41467-026-71777-2">10.1038/s41467-026-71777-2</a>.
  short: J. Svoboda, H. Nemati, J. Tkadlec, K. Kaveh, K. Chatterjee, Nature Communications
    17 (2026).
corr_author: '1'
das_tickbox: '0'
dataavailabilitystatement: Correspondence and requests for materials should be addressed
  to Krishnendu Chatterjee.
date_created: 2026-06-21T22:02:59Z
date_published: 2026-12-01T00:00:00Z
date_updated: 2026-06-24T07:53:53Z
day: '01'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1038/s41467-026-71777-2
ec_funded: 1
external_id:
  pmid:
  - '41997932'
file:
- access_level: open_access
  checksum: b660048bb271f24d6763803e247d5c32
  content_type: application/pdf
  creator: dernst
  date_created: 2026-06-24T06:50:24Z
  date_updated: 2026-06-24T06:50:24Z
  file_id: '22136'
  file_name: 2026_NatureComm_Svoboda.pdf
  file_size: 1068919
  relation: main_file
  success: 1
file_date_updated: 2026-06-24T06:50:24Z
has_accepted_license: '1'
intvolume: '        17'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
pmid: 1
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: Nature Communications
publication_identifier:
  eissn:
  - 2041-1723
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: yes
title: The effect of the fitness gradient on fixation probability
tmp:
  image: /images/cc_by_nc_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 17
year: '2026'
...
---
APC_amount: 3003,56 EUR
OA_place: publisher
OA_type: hybrid
_id: '20857'
abstract:
- lang: eng
  text: 'Evolutionary games provide a flexible mathematical framework for many problems
    in biology and social evolution. Prisoners’ dilemma, and in particular, the important
    special case of donation games, represents social dilemmas where cooperation is
    mutually beneficial, yet defection is preferred by selfish agents. In evolutionary
    games on networks, the agents interact over a population structure. The existence
    of population structures that promote cooperative behavior is a fascinating and
    active research topic. Previous research establishes structures promoting cooperation
    in the limit of weak selection where the benefit-to-cost ratio β exceeds 1.5.
    The existence of such structures for medium and strong selection for 1 < ß < 2
    and for weak selection for 1 < ß < 1.5 has been a long-standing open question.
    First, we answer the open questions in the affirmative: For every selection strength
    and every ß > 1, we construct networks promoting cooperation. Second, we present
    a robustness result with respect to β and selection strength: Our structures promote
    cooperation for a range of these parameter values rather than specific parameter
    values. Finally, we supplement our theoretical results with simulation results
    on small population structures that show the effectiveness of our construction
    over well-studied population structures.'
acknowledgement: J.S. and K.C. were supported by the European Research Council CoG
  863818 (ForM-SMArt) and Austrian Science Fund (FWF) 10.55776/COE12.
article_processing_charge: Yes (in subscription journal)
article_type: original
author:
- first_name: Jakub
  full_name: Svoboda, Jakub
  id: 130759D2-D7DD-11E9-87D2-DE0DE6697425
  last_name: Svoboda
  orcid: 0000-0002-1419-3267
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
citation:
  ama: Svoboda J, Chatterjee K. Promoters of cooperation in evolutionary games. <i>Proceedings
    of the National Academy of Sciences</i>. 2025;122(51):e2524109122. doi:<a href="https://doi.org/10.1073/pnas.2524109122">10.1073/pnas.2524109122</a>
  apa: Svoboda, J., &#38; Chatterjee, K. (2025). Promoters of cooperation in evolutionary
    games. <i>Proceedings of the National Academy of Sciences</i>. National Academy
    of Sciences. <a href="https://doi.org/10.1073/pnas.2524109122">https://doi.org/10.1073/pnas.2524109122</a>
  chicago: Svoboda, Jakub, and Krishnendu Chatterjee. “Promoters of Cooperation in
    Evolutionary Games.” <i>Proceedings of the National Academy of Sciences</i>. National
    Academy of Sciences, 2025. <a href="https://doi.org/10.1073/pnas.2524109122">https://doi.org/10.1073/pnas.2524109122</a>.
  ieee: J. Svoboda and K. Chatterjee, “Promoters of cooperation in evolutionary games,”
    <i>Proceedings of the National Academy of Sciences</i>, vol. 122, no. 51. National
    Academy of Sciences, p. e2524109122, 2025.
  ista: Svoboda J, Chatterjee K. 2025. Promoters of cooperation in evolutionary games.
    Proceedings of the National Academy of Sciences. 122(51), e2524109122.
  mla: Svoboda, Jakub, and Krishnendu Chatterjee. “Promoters of Cooperation in Evolutionary
    Games.” <i>Proceedings of the National Academy of Sciences</i>, vol. 122, no.
    51, National Academy of Sciences, 2025, p. e2524109122, doi:<a href="https://doi.org/10.1073/pnas.2524109122">10.1073/pnas.2524109122</a>.
  short: J. Svoboda, K. Chatterjee, Proceedings of the National Academy of Sciences
    122 (2025) e2524109122.
corr_author: '1'
date_created: 2025-12-28T23:01:26Z
date_published: 2025-12-15T00:00:00Z
date_updated: 2026-05-20T08:13:17Z
day: '15'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1073/pnas.2524109122
ec_funded: 1
external_id:
  pmid:
  - '41397136'
file:
- access_level: open_access
  checksum: dd50b62a1efc28c0133fe9c11dbee53c
  content_type: application/pdf
  creator: dernst
  date_created: 2025-12-29T09:36:50Z
  date_updated: 2025-12-29T09:36:50Z
  file_id: '20860'
  file_name: 2025_PNAS_Svoboda.pdf
  file_size: 2308124
  relation: main_file
  success: 1
file_date_updated: 2025-12-29T09:36:50Z
has_accepted_license: '1'
intvolume: '       122'
issue: '51'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
page: e2524109122
pmid: 1
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: Proceedings of the National Academy of Sciences
publication_identifier:
  eissn:
  - 1091-6490
publication_status: published
publisher: National Academy of Sciences
quality_controlled: '1'
scopus_import: '1'
status: public
title: Promoters of cooperation in evolutionary games
tmp:
  image: /images/cc_by_nc_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 122
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '21268'
abstract:
- lang: eng
  text: "We consider multiple-environment Markov decision processes (MEMDP), which
    consist of a finite set of MDPs over the same state space, representing different
    scenarios of transition structure and probability. The value of a strategy is
    the probability to satisfy the objective, here a parity objective, in the worst-case
    scenario, and the value of an MEMDP is the supremum of the values achievable by
    a strategy.\r\nWe show that deciding whether the value is 1 is a PSPACE-complete
    problem, and even in P when the number of environments is fixed, along with new
    insights to the almost-sure winning problem, which is to decide if there exists
    a strategy with value 1. Pure strategies are sufficient for theses problems, whereas
    randomization is necessary in general when the value is smaller than 1. We present
    an algorithm to approximate the value, running in double exponential space. Our
    results are in contrast to the related model of partially-observable MDPs where
    all these problems are known to be undecidable."
acknowledgement: "Krishnendu Chatterjee: ERC CoG 863818 (ForM-SMArt) and Austrian
  Science Fund\r\n(FWF) 10.55776/COE12. Jean-François Raskin: PDR Weave project FORM-LEARN-POMDP
  funded by FNRS and DFG, and the support of the Fondation ULB. Ocan Sankur: ANR BisoUS
  (ANR-22-CE48-0012) and ANR EpiRL (ANR-22-CE23-0029)."
alternative_title:
- LIPIcs
article_number: '150'
article_processing_charge: No
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Laurent
  full_name: Doyen, Laurent
  last_name: Doyen
- first_name: Jean-Francois
  full_name: Raskin, Jean-Francois
  last_name: Raskin
- first_name: Ocan
  full_name: Sankur, Ocan
  last_name: Sankur
citation:
  ama: 'Chatterjee K, Doyen L, Raskin J-F, Sankur O. The value problem for multiple-environment
    MDPs with parity objective. In: <i>52nd International Colloquium on Automata,
    Languages, and Programming</i>. Schloss Dagstuhl - Leibniz-Zentrum für Informatik;
    2025. doi:<a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.150">10.4230/LIPIcs.ICALP.2025.150</a>'
  apa: 'Chatterjee, K., Doyen, L., Raskin, J.-F., &#38; Sankur, O. (2025). The value
    problem for multiple-environment MDPs with parity objective. In <i>52nd International
    Colloquium on Automata, Languages, and Programming</i>. Aarhus, Denmark: Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.150">https://doi.org/10.4230/LIPIcs.ICALP.2025.150</a>'
  chicago: Chatterjee, Krishnendu, Laurent Doyen, Jean-Francois Raskin, and Ocan Sankur.
    “The Value Problem for Multiple-Environment MDPs with Parity Objective.” In <i>52nd
    International Colloquium on Automata, Languages, and Programming</i>. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2025. <a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.150">https://doi.org/10.4230/LIPIcs.ICALP.2025.150</a>.
  ieee: K. Chatterjee, L. Doyen, J.-F. Raskin, and O. Sankur, “The value problem for
    multiple-environment MDPs with parity objective,” in <i>52nd International Colloquium
    on Automata, Languages, and Programming</i>, Aarhus, Denmark, 2025.
  ista: 'Chatterjee K, Doyen L, Raskin J-F, Sankur O. 2025. The value problem for
    multiple-environment MDPs with parity objective. 52nd International Colloquium
    on Automata, Languages, and Programming. ICALP: Automata, Languages and Programming,
    LIPIcs, , 150.'
  mla: Chatterjee, Krishnendu, et al. “The Value Problem for Multiple-Environment
    MDPs with Parity Objective.” <i>52nd International Colloquium on Automata, Languages,
    and Programming</i>, 150, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2025,
    doi:<a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.150">10.4230/LIPIcs.ICALP.2025.150</a>.
  short: K. Chatterjee, L. Doyen, J.-F. Raskin, O. Sankur, in:, 52nd International
    Colloquium on Automata, Languages, and Programming, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2025.
conference:
  end_date: 2025-07-11
  location: Aarhus, Denmark
  name: 'ICALP: Automata, Languages and Programming'
  start_date: 2025-07-08
corr_author: '1'
date_created: 2026-02-17T07:49:17Z
date_published: 2025-07-30T00:00:00Z
date_updated: 2026-02-18T07:53:26Z
day: '30'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.ICALP.2025.150
ec_funded: 1
external_id:
  arxiv:
  - '2504.15960'
file:
- access_level: open_access
  checksum: 4477a7fd4fbf0ba6c8e9b15683b5a6b8
  content_type: application/pdf
  creator: dernst
  date_created: 2026-02-18T07:50:56Z
  date_updated: 2026-02-18T07:50:56Z
  file_id: '21313'
  file_name: 2025_LIPIcs_Chatterjee.pdf
  file_size: 1075724
  relation: main_file
  success: 1
file_date_updated: 2026-02-18T07:50:56Z
has_accepted_license: '1'
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: 52nd International Colloquium on Automata, Languages, and Programming
publication_identifier:
  isbn:
  - '9783959773720'
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: The value problem for multiple-environment MDPs with parity objective
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
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '21281'
abstract:
- lang: eng
  text: "A strategy profile in a multi-player game is a Nash equilibrium if no player
    can unilaterally deviate to achieve a strictly better payoff. A profile is an
    ε-Nash equilibrium if no player can gain more than ε by unilaterally deviating
    from their strategy. In this work, we use ε-Nash equilibria to approximate the
    computation of Nash equilibria. Specifically, we focus on turn-based, multiplayer
    stochastic games played on graphs, where players are restricted to stationary
    strategies - strategies that use randomness but not memory.\r\nThe problem of
    deciding the constrained existence of stationary Nash equilibria - where each
    player’s payoff must lie within a given interval - is known to be ∃ℝ-complete
    in such a setting (Hansen and Sølvsten, 2020). We extend this line of work to
    stationary ε-Nash equilibria and present an algorithm that solves the following
    promise problem: given a game with a Nash equilibrium satisfying the constraints,
    compute an ε-Nash equilibrium that ε-satisfies those same constraints - satisfies
    the constraints up to an ε additive error. Our algorithm runs in FNP^NP time.\r\nTo
    achieve this, we first show that if a constrained Nash equilibrium exists, then
    one exists where the non-zero probabilities are at least an inverse of a double-exponential
    in the input. We further prove that such a strategy can be encoded using floating-point
    representations, as in the work of Frederiksen and Miltersen (2013), which finally
    gives us our FNP^NP algorithm. \r\nWe further show that the decision version of
    the promise problem is NP-hard. Finally, we show a partial tightness result by
    proving a lower bound for such techniques: if a constrained Nash equilibrium exists,
    then there must be one where the probabilities in the strategies are double-exponentially
    small."
acknowledgement: "This work is a part of project VAMOS that has received funding from
  the European\r\nResearch Council (ERC), grant agreement No 101020093.\r\n"
alternative_title:
- LIPIcs
article_processing_charge: Yes
arxiv: 1
author:
- first_name: Ali
  full_name: Asadi, Ali
  id: 02d96aae-000e-11ec-b801-cadd0a5eefbb
  last_name: Asadi
- first_name: Leonard
  full_name: Brice, Leonard
  last_name: Brice
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: K. S.
  full_name: Thejaswini, K. S.
  id: 3807fb92-fdc1-11ee-bb4a-b4d8a431c753
  last_name: Thejaswini
citation:
  ama: 'Asadi A, Brice L, Chatterjee K, Thejaswini KS. ε-stationary Nash equilibria
    in multi-player stochastic graph games. In: <i>45th Annual Conference on Foundations
    of Software Technology and Theoretical Computer Science</i>. Vol 360. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik; 2025:9:1-9:17. doi:<a href="https://doi.org/10.4230/lipics.fsttcs.2025.9">10.4230/lipics.fsttcs.2025.9</a>'
  apa: 'Asadi, A., Brice, L., Chatterjee, K., &#38; Thejaswini, K. S. (2025). ε-stationary
    Nash equilibria in multi-player stochastic graph games. In <i>45th Annual Conference
    on Foundations of Software Technology and Theoretical Computer Science</i> (Vol.
    360, p. 9:1-9:17). Pilani, India: Schloss Dagstuhl - Leibniz-Zentrum für Informatik.
    <a href="https://doi.org/10.4230/lipics.fsttcs.2025.9">https://doi.org/10.4230/lipics.fsttcs.2025.9</a>'
  chicago: Asadi, Ali, Leonard Brice, Krishnendu Chatterjee, and K. S. Thejaswini.
    “ε-Stationary Nash Equilibria in Multi-Player Stochastic Graph Games.” In <i>45th
    Annual Conference on Foundations of Software Technology and Theoretical Computer
    Science</i>, 360:9:1-9:17. Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2025. <a href="https://doi.org/10.4230/lipics.fsttcs.2025.9">https://doi.org/10.4230/lipics.fsttcs.2025.9</a>.
  ieee: A. Asadi, L. Brice, K. Chatterjee, and K. S. Thejaswini, “ε-stationary Nash
    equilibria in multi-player stochastic graph games,” in <i>45th Annual Conference
    on Foundations of Software Technology and Theoretical Computer Science</i>, Pilani,
    India, 2025, vol. 360, p. 9:1-9:17.
  ista: 'Asadi A, Brice L, Chatterjee K, Thejaswini KS. 2025. ε-stationary Nash equilibria
    in multi-player stochastic graph games. 45th Annual Conference on Foundations
    of Software Technology and Theoretical Computer Science. FSTTCS: Conference on
    Foundations of Software Technology and Theoretical Computer Science, LIPIcs, vol.
    360, 9:1-9:17.'
  mla: Asadi, Ali, et al. “ε-Stationary Nash Equilibria in Multi-Player Stochastic
    Graph Games.” <i>45th Annual Conference on Foundations of Software Technology
    and Theoretical Computer Science</i>, vol. 360, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2025, p. 9:1-9:17, doi:<a href="https://doi.org/10.4230/lipics.fsttcs.2025.9">10.4230/lipics.fsttcs.2025.9</a>.
  short: A. Asadi, L. Brice, K. Chatterjee, K.S. Thejaswini, in:, 45th Annual Conference
    on Foundations of Software Technology and Theoretical Computer Science, Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2025, p. 9:1-9:17.
conference:
  end_date: 2025-12-19
  location: Pilani, India
  name: 'FSTTCS: Conference on Foundations of Software Technology and Theoretical
    Computer Science'
  start_date: 2025-12-17
corr_author: '1'
date_created: 2026-02-17T08:27:14Z
date_published: 2025-12-09T00:00:00Z
date_updated: 2026-02-19T09:39:15Z
day: '09'
ddc:
- '000'
department:
- _id: KrCh
- _id: GradSch
doi: 10.4230/lipics.fsttcs.2025.9
ec_funded: 1
external_id:
  arxiv:
  - '2508.15356'
file:
- access_level: open_access
  checksum: a66343e3ccc4a9cc5bc699c03d5764ff
  content_type: application/pdf
  creator: dernst
  date_created: 2026-02-18T09:13:25Z
  date_updated: 2026-02-18T09:13:25Z
  file_id: '21316'
  file_name: 2025_FSTTCS_Asadi.pdf
  file_size: 1054007
  relation: main_file
  success: 1
file_date_updated: 2026-02-18T09:13:25Z
has_accepted_license: '1'
intvolume: '       360'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
page: 9:1-9:17
project:
- _id: 62781420-2b32-11ec-9570-8d9b63373d4d
  call_identifier: H2020
  grant_number: '101020093'
  name: Vigilant Algorithmic Monitoring of Software
publication: 45th Annual Conference on Foundations of Software Technology and Theoretical
  Computer Science
publication_identifier:
  isbn:
  - '9783959774062'
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
status: public
title: ε-stationary Nash equilibria in multi-player stochastic graph games
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: 360
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '21320'
abstract:
- lang: eng
  text: "Prophet inequalities are a central object of study in optimal stopping theory.
    In the iid model, a gambler sees values in an online fashion, sampled independently
    from a given distribution. Upon observing each value, the gambler either accepts
    it as a reward, or irrevocably rejects it and proceeds to observe the next value.
    The goal of the gambler, who cannot see the future, is to maximise the expected
    value of the reward while competing against the expectation of a prophet (the
    offline maximum). In other words, one seeks to maximise the gambler-to-prophet
    ratio of the expectations. \r\nThis model has been studied with infinite, finite
    and unknown number of values. When the gambler faces a random number of values,
    the model is said to have a random horizon. We consider the model in which the
    gambler is given a priori knowledge of the horizon’s distribution. Alijani et
    al. (2020) designed a single-threshold algorithm achieving a ratio of 1/2 when
    the random horizon has an increasing hazard rate and is independent of the values.
    We prove that with a single threshold, a ratio of 1/2 is actually achievable for
    several larger classes of horizon distributions, with the largest being known
    as the \U0001D4A2 class in reliability theory. Moreover, we show that this does
    not extend to its dual, the  ̅\U0001D4A2 class (which includes the decreasing
    hazard rate class), while it can be extended to low-variance horizons. Finally,
    we construct the first example of a family of horizons, for which multiple thresholds
    are necessary to achieve a nonzero ratio. We establish that the Secretary Problem
    optimal stopping rule provides one such algorithm, paving the way towards the
    study of the model beyond single-threshold algorithms."
acknowledgement: 'We would like to thank José Correa for his precious advice, Bruno
  Ziliotto and Vasilis Livanos for early conversations. Giambartolomei, Giordano:
  EPSRC grants EP/W005573/1 and EP/X021696/1. Mallmann-Trenn, Frederik: EPSRC grant
  EP/W005573/1. Saona, Raimundo: ERC grant CoG 863818 (ForM-SMArt), ANID Chile grant
  ACT210005, French Agence Nationale de la Recherche (ANR) grant ANR-21-CE40-0020
  (CONVERGENCE), and Austrian Science Fund (FWF) grant 10.55776/COE12.'
alternative_title:
- LIPIcs
article_processing_charge: No
arxiv: 1
author:
- first_name: Giordano
  full_name: Giambartolomei, Giordano
  last_name: Giambartolomei
- first_name: Frederik
  full_name: Mallmann-Trenn, Frederik
  last_name: Mallmann-Trenn
- first_name: Raimundo J
  full_name: Saona Urmeneta, Raimundo J
  id: BD1DF4C4-D767-11E9-B658-BC13E6697425
  last_name: Saona Urmeneta
  orcid: 0000-0001-5103-038X
citation:
  ama: 'Giambartolomei G, Mallmann-Trenn F, Saona Urmeneta RJ. IID prophet inequality
    with random horizon: Going beyond increasing hazard rates. In: <i>52nd International
    Colloquium on Automata, Languages, and Programming</i>. Vol 334. Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik; 2025. doi:<a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.87">10.4230/LIPIcs.ICALP.2025.87</a>'
  apa: 'Giambartolomei, G., Mallmann-Trenn, F., &#38; Saona Urmeneta, R. J. (2025).
    IID prophet inequality with random horizon: Going beyond increasing hazard rates.
    In <i>52nd International Colloquium on Automata, Languages, and Programming</i>
    (Vol. 334). Aarhus, Denmark: Schloss Dagstuhl - Leibniz-Zentrum für Informatik.
    <a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.87">https://doi.org/10.4230/LIPIcs.ICALP.2025.87</a>'
  chicago: 'Giambartolomei, Giordano, Frederik Mallmann-Trenn, and Raimundo J Saona
    Urmeneta. “IID Prophet Inequality with Random Horizon: Going beyond Increasing
    Hazard Rates.” In <i>52nd International Colloquium on Automata, Languages, and
    Programming</i>, Vol. 334. Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2025. <a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.87">https://doi.org/10.4230/LIPIcs.ICALP.2025.87</a>.'
  ieee: 'G. Giambartolomei, F. Mallmann-Trenn, and R. J. Saona Urmeneta, “IID prophet
    inequality with random horizon: Going beyond increasing hazard rates,” in <i>52nd
    International Colloquium on Automata, Languages, and Programming</i>, Aarhus,
    Denmark, 2025, vol. 334.'
  ista: 'Giambartolomei G, Mallmann-Trenn F, Saona Urmeneta RJ. 2025. IID prophet
    inequality with random horizon: Going beyond increasing hazard rates. 52nd International
    Colloquium on Automata, Languages, and Programming. ICALP: Automata, Languages
    and Programming, LIPIcs, vol. 334.'
  mla: 'Giambartolomei, Giordano, et al. “IID Prophet Inequality with Random Horizon:
    Going beyond Increasing Hazard Rates.” <i>52nd International Colloquium on Automata,
    Languages, and Programming</i>, vol. 334, Schloss Dagstuhl - Leibniz-Zentrum für
    Informatik, 2025, doi:<a href="https://doi.org/10.4230/LIPIcs.ICALP.2025.87">10.4230/LIPIcs.ICALP.2025.87</a>.'
  short: G. Giambartolomei, F. Mallmann-Trenn, R.J. Saona Urmeneta, in:, 52nd International
    Colloquium on Automata, Languages, and Programming, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2025.
conference:
  end_date: 2025-07-11
  location: Aarhus, Denmark
  name: 'ICALP: Automata, Languages and Programming'
  start_date: 2025-07-08
date_created: 2026-02-18T10:44:14Z
date_published: 2025-06-30T00:00:00Z
date_updated: 2026-02-19T07:43:29Z
day: '30'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.ICALP.2025.87
ec_funded: 1
external_id:
  arxiv:
  - '2407.11752'
file:
- access_level: open_access
  checksum: 960110956c26a5cefadde8e47888bfbe
  content_type: application/pdf
  creator: dernst
  date_created: 2026-02-19T07:41:55Z
  date_updated: 2026-02-19T07:41:55Z
  file_id: '21331'
  file_name: 2025_ICALP_Giambartolomei.pdf
  file_size: 876167
  relation: main_file
  success: 1
file_date_updated: 2026-02-19T07:41:55Z
has_accepted_license: '1'
intvolume: '       334'
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: 52nd International Colloquium on Automata, Languages, and Programming
publication_identifier:
  isbn:
  - '9783959773720'
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
status: public
title: 'IID prophet inequality with random horizon: Going beyond increasing hazard
  rates'
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: 334
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '21412'
abstract:
- lang: eng
  text: "Payment channel networks (PCNs) are a promising technology that alleviates
    blockchain scalability by shifting the transaction load from the blockchain to
    the PCN. Nevertheless, the network topology has to be carefully designed to maximise
    the transaction throughput in PCNs. Additionally, users in PCNs also have to make
    optimal decisions on which transactions to forward and which to reject to prolong
    the lifetime of their channels. In this work, we consider an input sequence of
    transactions over p parties. Each transaction consists of a transaction size,
    source, and target, and can be either accepted or rejected (entailing a cost).
    The goal is to design a PCN topology among the p cooperating parties, along with
    the channel capacities, and then output a decision for each transaction in the
    sequence to minimise the cost of creating and augmenting channels, as well as
    the cost of rejecting transactions. Our main contribution is an \U0001D4AA(p)
    approximation algorithm for the problem with p parties. We further show that with
    some assumptions on the distribution of transactions, we can reduce the approximation
    ratio to \U0001D4AA(√p). We complement our theoretical analysis with an empirical
    study of our assumptions and approach in the context of the Lightning Network."
acknowledgement: "Chatterjee, Krishnendu: European Research Council CoG 863818 (ForM-SMArt)
  and Austrian Science Fund 10.55776/COE12.\r\nKřišťan, Jan Matyáš: Czech Science
  Foundation Grant no. 24-12046S.\r\nSchmid, Stefan: German Research Foundation (DFG)
  project ReNO (SPP 2378) from 2023-2027.\r\nSvoboda, Jakub: European Research Council
  CoG 863818 (ForM-SMArt) and Austrian Science Fund 10.55776/COE12.\r\nYeo, Michelle:
  MOE-T2EP20122-0014 (Data-Driven Distributed Algorithms)."
alternative_title:
- LIPIcs
article_number: '23'
article_processing_charge: No
arxiv: 1
author:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Jan Matyáš
  full_name: Křišťan, Jan Matyáš
  last_name: Křišťan
- first_name: Stefan
  full_name: Schmid, Stefan
  last_name: Schmid
- first_name: Jakub
  full_name: Svoboda, Jakub
  id: 130759D2-D7DD-11E9-87D2-DE0DE6697425
  last_name: Svoboda
  orcid: 0000-0002-1419-3267
- first_name: Michelle X
  full_name: Yeo, Michelle X
  id: 2D82B818-F248-11E8-B48F-1D18A9856A87
  last_name: Yeo
  orcid: 0009-0001-3676-4809
citation:
  ama: 'Chatterjee K, Křišťan JM, Schmid S, Svoboda J, Yeo MX. Boosting payment channel
    network liquidity with topology optimization and transaction selection. In: <i>39th
    International Symposium on Distributed Computing</i>. Vol 356. Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik; 2025. doi:<a href="https://doi.org/10.4230/LIPIcs.DISC.2025.23">10.4230/LIPIcs.DISC.2025.23</a>'
  apa: 'Chatterjee, K., Křišťan, J. M., Schmid, S., Svoboda, J., &#38; Yeo, M. X.
    (2025). Boosting payment channel network liquidity with topology optimization
    and transaction selection. In <i>39th International Symposium on Distributed Computing</i>
    (Vol. 356). Berlin, Germany: Schloss Dagstuhl - Leibniz-Zentrum für Informatik.
    <a href="https://doi.org/10.4230/LIPIcs.DISC.2025.23">https://doi.org/10.4230/LIPIcs.DISC.2025.23</a>'
  chicago: Chatterjee, Krishnendu, Jan Matyáš Křišťan, Stefan Schmid, Jakub Svoboda,
    and Michelle X Yeo. “Boosting Payment Channel Network Liquidity with Topology
    Optimization and Transaction Selection.” In <i>39th International Symposium on
    Distributed Computing</i>, Vol. 356. Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2025. <a href="https://doi.org/10.4230/LIPIcs.DISC.2025.23">https://doi.org/10.4230/LIPIcs.DISC.2025.23</a>.
  ieee: K. Chatterjee, J. M. Křišťan, S. Schmid, J. Svoboda, and M. X. Yeo, “Boosting
    payment channel network liquidity with topology optimization and transaction selection,”
    in <i>39th International Symposium on Distributed Computing</i>, Berlin, Germany,
    2025, vol. 356.
  ista: 'Chatterjee K, Křišťan JM, Schmid S, Svoboda J, Yeo MX. 2025. Boosting payment
    channel network liquidity with topology optimization and transaction selection.
    39th International Symposium on Distributed Computing. DISC: Symposium on Distributed
    Computing, LIPIcs, vol. 356, 23.'
  mla: Chatterjee, Krishnendu, et al. “Boosting Payment Channel Network Liquidity
    with Topology Optimization and Transaction Selection.” <i>39th International Symposium
    on Distributed Computing</i>, vol. 356, 23, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2025, doi:<a href="https://doi.org/10.4230/LIPIcs.DISC.2025.23">10.4230/LIPIcs.DISC.2025.23</a>.
  short: K. Chatterjee, J.M. Křišťan, S. Schmid, J. Svoboda, M.X. Yeo, in:, 39th International
    Symposium on Distributed Computing, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2025.
conference:
  end_date: 2025-10-31
  location: Berlin, Germany
  name: 'DISC: Symposium on Distributed Computing'
  start_date: 2025-10-27
date_created: 2026-03-08T23:01:46Z
date_published: 2025-10-22T00:00:00Z
date_updated: 2026-03-09T11:52:58Z
day: '22'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.DISC.2025.23
ec_funded: 1
external_id:
  arxiv:
  - '2508.14524'
file:
- access_level: open_access
  checksum: 8e3d1594365df60163d9df22158a37b1
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intvolume: '       356'
language:
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main_file_link:
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  url: https://eprint.iacr.org/2025/1484.pdf
month: '10'
oa: 1
oa_version: Published Version
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: 39th International Symposium on Distributed Computing
publication_identifier:
  isbn:
  - '9783959774024'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: Boosting payment channel network liquidity with topology optimization and transaction
  selection
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: 356
year: '2025'
...
---
DOAJ_listed: '1'
OA_place: publisher
OA_type: gold
PlanS_conform: '1'
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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: gold
_id: '21668'
abstract:
- lang: eng
  text: "This artifact allows to review and reproduce the experiments from the paper
    *A Revised Practitioner's Guide to MDP Model Checking Algorithms*.\r\nThe package
    contains all original logfiles and derived data used to generate the plots as
    in the paper. Furthermore, the artifact contains the model checking tools `Storm`
    and `mcsta` in the version exercised in the paper, the used Docker container,
    as well as benchmark instances and execution scripts to reproduce the experiments.\r\n\r\nSee
    also the artifact of the conference paper: https://zenodo.org/records/7509474"
article_processing_charge: No
author:
- first_name: Arnd
  full_name: Hartmanns, Arnd
  last_name: Hartmanns
- first_name: Sebastian
  full_name: Junges, Sebastian
  last_name: Junges
- first_name: Tim
  full_name: Quatmann, Tim
  last_name: Quatmann
- first_name: Maximilian
  full_name: Weininger, Maximilian
  id: 02ab0197-cc70-11ed-ab61-918e71f56881
  last_name: Weininger
  orcid: 0000-0002-0163-2152
citation:
  ama: Hartmanns A, Junges S, Quatmann T, Weininger M. Benchmark data for the revised
    practitioner’s guide to MDP model checking algorithms. 2025. doi:<a href="https://doi.org/10.5281/ZENODO.14500423">10.5281/ZENODO.14500423</a>
  apa: Hartmanns, A., Junges, S., Quatmann, T., &#38; Weininger, M. (2025). Benchmark
    data for the revised practitioner’s guide to MDP model checking algorithms. Zenodo.
    <a href="https://doi.org/10.5281/ZENODO.14500423">https://doi.org/10.5281/ZENODO.14500423</a>
  chicago: Hartmanns, Arnd, Sebastian Junges, Tim Quatmann, and Maximilian Weininger.
    “Benchmark Data for the Revised Practitioner’s Guide to MDP Model Checking Algorithms.”
    Zenodo, 2025. <a href="https://doi.org/10.5281/ZENODO.14500423">https://doi.org/10.5281/ZENODO.14500423</a>.
  ieee: A. Hartmanns, S. Junges, T. Quatmann, and M. Weininger, “Benchmark data for
    the revised practitioner’s guide to MDP model checking algorithms.” Zenodo, 2025.
  ista: Hartmanns A, Junges S, Quatmann T, Weininger M. 2025. Benchmark data for the
    revised practitioner’s guide to MDP model checking algorithms, Zenodo, <a href="https://doi.org/10.5281/ZENODO.14500423">10.5281/ZENODO.14500423</a>.
  mla: Hartmanns, Arnd, et al. <i>Benchmark Data for the Revised Practitioner’s Guide
    to MDP Model Checking Algorithms</i>. Zenodo, 2025, doi:<a href="https://doi.org/10.5281/ZENODO.14500423">10.5281/ZENODO.14500423</a>.
  short: A. Hartmanns, S. Junges, T. Quatmann, M. Weininger, (2025).
date_created: 2026-04-07T09:47:22Z
date_published: 2025-03-07T00:00:00Z
date_updated: 2026-04-07T09:52:55Z
day: '07'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.5281/ZENODO.14500423
main_file_link:
- open_access: '1'
  url: https://doi.org/10.5281/ZENODO.14500423
month: '03'
oa: 1
oa_version: Published Version
publisher: Zenodo
related_material:
  record:
  - id: '21661'
    relation: used_for_analysis_in
    status: public
status: public
title: Benchmark data for the revised practitioner's guide to MDP model checking algorithms
type: research_data_reference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
---
_id: '17037'
abstract:
- lang: eng
  text: Zero-sum stochastic games are parameterized by payoffs, transitions, and possibly
    a discount rate. In this article, we study how the main solution concepts, the
    discounted and undiscounted values, vary when these parameters are perturbed.
    We focus on the marginal values, introduced by Mills in 1956 in the context of
    matrix games—that is, the directional derivatives of the value along any fixed
    perturbation. We provide a formula for the marginal values of a discounted stochastic
    game. Further, under mild assumptions on the perturbation, we provide a formula
    for their limit as the discount rate vanishes and for the marginal values of an
    undiscounted stochastic game. We also show, via an example, that the two latter
    differ in general.
acknowledgement: This work was supported by Fondation CFM pour la Recherche; the European
  Research Council [Grant ERC-CoG-863818 (ForM-SMArt)]; and Agence Nationale de la
  Recherche [Grant ANR-21-CE40-0020].
article_processing_charge: No
article_type: original
author:
- first_name: Luc
  full_name: Attia, Luc
  last_name: Attia
- first_name: Miquel
  full_name: Oliu-Barton, Miquel
  last_name: Oliu-Barton
- first_name: Raimundo J
  full_name: Saona Urmeneta, Raimundo J
  id: BD1DF4C4-D767-11E9-B658-BC13E6697425
  last_name: Saona Urmeneta
  orcid: 0000-0001-5103-038X
citation:
  ama: Attia L, Oliu-Barton M, Saona Urmeneta RJ. Marginal values of a stochastic
    game. <i>Mathematics of Operations Research</i>. 2025;50(1):482-505. doi:<a href="https://doi.org/10.1287/moor.2023.0297">10.1287/moor.2023.0297</a>
  apa: Attia, L., Oliu-Barton, M., &#38; Saona Urmeneta, R. J. (2025). Marginal values
    of a stochastic game. <i>Mathematics of Operations Research</i>. Institute for
    Operations Research and the Management Sciences. <a href="https://doi.org/10.1287/moor.2023.0297">https://doi.org/10.1287/moor.2023.0297</a>
  chicago: Attia, Luc, Miquel Oliu-Barton, and Raimundo J Saona Urmeneta. “Marginal
    Values of a Stochastic Game.” <i>Mathematics of Operations Research</i>. Institute
    for Operations Research and the Management Sciences, 2025. <a href="https://doi.org/10.1287/moor.2023.0297">https://doi.org/10.1287/moor.2023.0297</a>.
  ieee: L. Attia, M. Oliu-Barton, and R. J. Saona Urmeneta, “Marginal values of a
    stochastic game,” <i>Mathematics of Operations Research</i>, vol. 50, no. 1. Institute
    for Operations Research and the Management Sciences, pp. 482–505, 2025.
  ista: Attia L, Oliu-Barton M, Saona Urmeneta RJ. 2025. Marginal values of a stochastic
    game. Mathematics of Operations Research. 50(1), 482–505.
  mla: Attia, Luc, et al. “Marginal Values of a Stochastic Game.” <i>Mathematics of
    Operations Research</i>, vol. 50, no. 1, Institute for Operations Research and
    the Management Sciences, 2025, pp. 482–505, doi:<a href="https://doi.org/10.1287/moor.2023.0297">10.1287/moor.2023.0297</a>.
  short: L. Attia, M. Oliu-Barton, R.J. Saona Urmeneta, Mathematics of Operations
    Research 50 (2025) 482–505.
date_created: 2024-05-22T11:41:14Z
date_published: 2025-02-01T00:00:00Z
date_updated: 2026-04-07T12:31:21Z
day: '01'
department:
- _id: GradSch
- _id: KrCh
doi: 10.1287/moor.2023.0297
ec_funded: 1
external_id:
  isi:
  - '001184648000001'
intvolume: '        50'
isi: 1
issue: '1'
language:
- iso: eng
month: '02'
oa_version: None
page: 482-505
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: Mathematics of Operations Research
publication_identifier:
  eissn:
  - 1526-5471
  issn:
  - 0364-765X
publication_status: published
publisher: Institute for Operations Research and the Management Sciences
quality_controlled: '1'
related_material:
  record:
  - id: '20234'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Marginal values of a stochastic game
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 50
year: '2025'
...
---
OA_type: closed access
_id: '18529'
abstract:
- lang: eng
  text: Temporal networks are obtained from time-dependent interactions among individuals,
    whereas the interactions can be emails, phone calls, face-to-face meetings, or
    work collaboration. In this article, a temporal game framework is established,
    in which interactions among rational individuals are embedded into two-player
    games in a time-dependent manner. This allows studying the time-dependent complexity
    and variability of interactions, and the way they affect prosocial behaviors.
    Based on this simple mathematical model, it is found that the level of cooperation
    is promoted when the time of collaboration is equally limited for every individual.
    This observation is confirmed by a series of systematic human experiments on over
    1,400 subjects, forming a foundation for comprehensively describing human temporal
    interactions in collaboration. The research results reveal an important incentive
    for human cooperation, leading to a better understanding of a fascinating aspect
    of human nature in society.
article_processing_charge: No
article_type: original
author:
- first_name: Yichao
  full_name: Zhang, Yichao
  last_name: Zhang
- first_name: Jiasheng
  full_name: Wang, Jiasheng
  last_name: Wang
- first_name: Guanghui
  full_name: Wen, Guanghui
  last_name: Wen
- first_name: Jihong
  full_name: Guan, Jihong
  last_name: Guan
- first_name: Shuigeng
  full_name: Zhou, Shuigeng
  last_name: Zhou
- first_name: Guanrong
  full_name: Chen, Guanrong
  last_name: Chen
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Matjaz
  full_name: Perc, Matjaz
  last_name: Perc
citation:
  ama: Zhang Y, Wang J, Wen G, et al. Limitation of time promotes cooperation in structured
    collaboration systems. <i>IEEE Transactions on Network Science and Engineering</i>.
    2025;12(1):4-12. doi:<a href="https://doi.org/10.1109/TNSE.2024.3481434">10.1109/TNSE.2024.3481434</a>
  apa: Zhang, Y., Wang, J., Wen, G., Guan, J., Zhou, S., Chen, G., … Perc, M. (2025).
    Limitation of time promotes cooperation in structured collaboration systems. <i>IEEE
    Transactions on Network Science and Engineering</i>. IEEE. <a href="https://doi.org/10.1109/TNSE.2024.3481434">https://doi.org/10.1109/TNSE.2024.3481434</a>
  chicago: Zhang, Yichao, Jiasheng Wang, Guanghui Wen, Jihong Guan, Shuigeng Zhou,
    Guanrong Chen, Krishnendu Chatterjee, and Matjaz Perc. “Limitation of Time Promotes
    Cooperation in Structured Collaboration Systems.” <i>IEEE Transactions on Network
    Science and Engineering</i>. IEEE, 2025. <a href="https://doi.org/10.1109/TNSE.2024.3481434">https://doi.org/10.1109/TNSE.2024.3481434</a>.
  ieee: Y. Zhang <i>et al.</i>, “Limitation of time promotes cooperation in structured
    collaboration systems,” <i>IEEE Transactions on Network Science and Engineering</i>,
    vol. 12, no. 1. IEEE, pp. 4–12, 2025.
  ista: Zhang Y, Wang J, Wen G, Guan J, Zhou S, Chen G, Chatterjee K, Perc M. 2025.
    Limitation of time promotes cooperation in structured collaboration systems. IEEE
    Transactions on Network Science and Engineering. 12(1), 4–12.
  mla: Zhang, Yichao, et al. “Limitation of Time Promotes Cooperation in Structured
    Collaboration Systems.” <i>IEEE Transactions on Network Science and Engineering</i>,
    vol. 12, no. 1, IEEE, 2025, pp. 4–12, doi:<a href="https://doi.org/10.1109/TNSE.2024.3481434">10.1109/TNSE.2024.3481434</a>.
  short: Y. Zhang, J. Wang, G. Wen, J. Guan, S. Zhou, G. Chen, K. Chatterjee, M. Perc,
    IEEE Transactions on Network Science and Engineering 12 (2025) 4–12.
date_created: 2024-11-10T23:02:00Z
date_published: 2025-01-01T00:00:00Z
date_updated: 2025-02-27T12:35:48Z
day: '01'
department:
- _id: KrCh
doi: 10.1109/TNSE.2024.3481434
external_id:
  isi:
  - '001385382200040'
intvolume: '        12'
isi: 1
issue: '1'
language:
- iso: eng
month: '01'
oa_version: None
page: 4-12
publication: IEEE Transactions on Network Science and Engineering
publication_identifier:
  eissn:
  - 2327-4697
publication_status: published
publisher: IEEE
quality_controlled: '1'
scopus_import: '1'
status: public
title: Limitation of time promotes cooperation in structured collaboration systems
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 12
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
PlanS_conform: '1'
_id: '19074'
abstract:
- lang: eng
  text: 'The public goods game is among the most studied metaphors of cooperation
    in groups. In this game, individuals can use their endowments to make contributions
    towards a good that benefits everyone. Each individual, however, is tempted to
    free-ride on the contributions of others. Herein, we study repeated public goods
    games among asymmetric players. Previous work has explored to which extent asymmetry
    allows for full cooperation, such that players contribute their full endowment
    each round. However, by design that work focusses on equilibria where individuals
    make the same contribution each round. Instead, here we consider players whose
    contributions along the equilibrium path can change from one round to the next.
    We do so for three different models – one without any budget constraints, one
    with endowment constraints, and one in which individuals can save their current
    endowment to be used in subsequent rounds. In each case, we explore two key quantities:
    the welfare and the resource efficiency that can be achieved in equilibrium. Welfare
    corresponds to the sum of all players’ payoffs. Resource efficiency relates this
    welfare to the total contributions made by the players. Compared to constant contribution
    sequences, we find that time-dependent contributions can improve resource efficiency
    across all three models. Moreover, they can improve the players’ welfare in the
    model with savings.'
acknowledgement: 'This work was supported by the European Research Council CoG 863818
  (ForM-SMArt) (to K.C.) and the European Research Council Starting Grant 850529:
  E-DIRECT (to C.H.), the European Union’s Horizon 2020 research and innovation programme
  under the Marie Skłodowska-Curie Grant Agreement #754411 and the French Agence Nationale
  de la Recherche (under the Investissement d’Avenir programme, ANR-17-EURE-0010),
  and ARC SRIEAS Grant SR200100005 Securing Antarctica’s Environmental Future (to
  M.K.). Open access funding provided by Institute of Science and Technology (IST
  Austria).'
article_processing_charge: Yes (via OA deal)
article_type: original
author:
- first_name: Valentin
  full_name: Hübner, Valentin
  id: 2c8aa207-dc7d-11ea-9b2f-f22972ecd910
  last_name: Hübner
  orcid: 0009-0001-5009-4987
- first_name: Christian
  full_name: Hilbe, Christian
  id: 2FDF8F3C-F248-11E8-B48F-1D18A9856A87
  last_name: Hilbe
  orcid: 0000-0001-5116-955X
- first_name: Manuel
  full_name: Staab, Manuel
  last_name: Staab
- first_name: Maria
  full_name: Kleshnina, Maria
  id: 4E21749C-F248-11E8-B48F-1D18A9856A87
  last_name: Kleshnina
  orcid: 0000-0002-5518-8317
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
citation:
  ama: Hübner V, Hilbe C, Staab M, Kleshnina M, Chatterjee K. Time-dependent strategies
    in repeated asymmetric public goods games. <i>Dynamic Games and Applications</i>.
    2025;15:1617-1645. doi:<a href="https://doi.org/10.1007/s13235-025-00627-5">10.1007/s13235-025-00627-5</a>
  apa: Hübner, V., Hilbe, C., Staab, M., Kleshnina, M., &#38; Chatterjee, K. (2025).
    Time-dependent strategies in repeated asymmetric public goods games. <i>Dynamic
    Games and Applications</i>. Springer Nature. <a href="https://doi.org/10.1007/s13235-025-00627-5">https://doi.org/10.1007/s13235-025-00627-5</a>
  chicago: Hübner, Valentin, Christian Hilbe, Manuel Staab, Maria Kleshnina, and Krishnendu
    Chatterjee. “Time-Dependent Strategies in Repeated Asymmetric Public Goods Games.”
    <i>Dynamic Games and Applications</i>. Springer Nature, 2025. <a href="https://doi.org/10.1007/s13235-025-00627-5">https://doi.org/10.1007/s13235-025-00627-5</a>.
  ieee: V. Hübner, C. Hilbe, M. Staab, M. Kleshnina, and K. Chatterjee, “Time-dependent
    strategies in repeated asymmetric public goods games,” <i>Dynamic Games and Applications</i>,
    vol. 15. Springer Nature, pp. 1617–1645, 2025.
  ista: Hübner V, Hilbe C, Staab M, Kleshnina M, Chatterjee K. 2025. Time-dependent
    strategies in repeated asymmetric public goods games. Dynamic Games and Applications.
    15, 1617–1645.
  mla: Hübner, Valentin, et al. “Time-Dependent Strategies in Repeated Asymmetric
    Public Goods Games.” <i>Dynamic Games and Applications</i>, vol. 15, Springer
    Nature, 2025, pp. 1617–45, doi:<a href="https://doi.org/10.1007/s13235-025-00627-5">10.1007/s13235-025-00627-5</a>.
  short: V. Hübner, C. Hilbe, M. Staab, M. Kleshnina, K. Chatterjee, Dynamic Games
    and Applications 15 (2025) 1617–1645.
corr_author: '1'
date_created: 2025-02-23T23:01:57Z
date_published: 2025-11-01T00:00:00Z
date_updated: 2026-04-07T12:30:56Z
day: '01'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1007/s13235-025-00627-5
ec_funded: 1
external_id:
  isi:
  - '001415587800001'
file:
- access_level: open_access
  checksum: de0a412cbb7d98bf5e6a551c26acbefa
  content_type: application/pdf
  creator: dernst
  date_created: 2025-12-30T08:01:35Z
  date_updated: 2025-12-30T08:01:35Z
  file_id: '20888'
  file_name: 2025_DynGamesAppl_Huebner.pdf
  file_size: 1126178
  relation: main_file
  success: 1
file_date_updated: 2025-12-30T08:01:35Z
has_accepted_license: '1'
intvolume: '        15'
isi: 1
language:
- iso: eng
month: '11'
oa: 1
oa_version: Published Version
page: 1617-1645
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
- _id: 260C2330-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '754411'
  name: ISTplus - Postdoctoral Fellowships
publication: Dynamic Games and Applications
publication_identifier:
  eissn:
  - 2153-0793
  issn:
  - 2153-0785
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  record:
  - id: '19903'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Time-dependent strategies in repeated asymmetric public goods games
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: 15
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: '19445'
abstract:
- lang: eng
  text: "In reconfiguration, we are given two solutions to a graph problem, such as
    Vertex Cover or Dominating Set, with each solution represented by a placement
    of tokens on vertices of the graph. Our task is to reconfigure one into the other
    using small steps while ensuring the intermediate configurations of tokens are
    also valid solutions. The two commonly studied settings are Token Jumping and
    Token Sliding, which allows moving a single token to an arbitrary or an adjacent
    vertex, respectively.\r\n\r\nWe introduce new rules that generalize Token Jumping,
    parameterized by the number of tokens allowed to move at once and by the maximum
    distance of each move. Our main contribution is identifying minimal rules that
    allow reconfiguring any possible given solution into any other for Independent
    Set, Vertex Cover, and Dominating Set. For each minimal rule, we also provide
    an efficient algorithm that finds a corresponding reconfiguration sequence.\r\n\r\nWe
    further focus on the rule that allows each token to move to an adjacent vertex
    in a single step. This natural variant turns out to be the minimal rule that guarantees
    reconfigurability for Vertex Cover. We determine the computational complexity
    of deciding whether a (shortest) reconfiguration sequence exists under this rule
    for the three studied problems. While reachability for Vertex Cover is shown to
    be in P, finding a shortest sequence is shown to be NP-complete. For Independent
    Set and Dominating Set, even reachability is shown to be PSPACE-complete."
acknowledgement: J. M. Křišťan acknowledges the support of the Czech Science Foundation
  Grant No. 24-12046S. This work was supported by the Grant Agency of the Czech Technical
  University in Prague, grant No. SGS23/205/OHK3/3T/18. J. Svoboda acknowledges the
  support of the ERC CoG 863818 (ForM-SMArt) grant.
alternative_title:
- LNCS
article_processing_charge: No
arxiv: 1
author:
- first_name: Jan Matyáš
  full_name: Křišťan, Jan Matyáš
  last_name: Křišťan
- first_name: Jakub
  full_name: Svoboda, Jakub
  id: 130759D2-D7DD-11E9-87D2-DE0DE6697425
  last_name: Svoboda
  orcid: 0000-0002-1419-3267
citation:
  ama: 'Křišťan JM, Svoboda J. Reconfiguration using generalized token jumping. In:
    <i>19th International Conference and Workshops on Algorithms and Computation</i>.
    Vol 15411. Springer Nature; 2025:244-265. doi:<a href="https://doi.org/10.1007/978-981-96-2845-2_16">10.1007/978-981-96-2845-2_16</a>'
  apa: 'Křišťan, J. M., &#38; Svoboda, J. (2025). Reconfiguration using generalized
    token jumping. In <i>19th International Conference and Workshops on Algorithms
    and Computation</i> (Vol. 15411, pp. 244–265). Chengdu, China: Springer Nature.
    <a href="https://doi.org/10.1007/978-981-96-2845-2_16">https://doi.org/10.1007/978-981-96-2845-2_16</a>'
  chicago: Křišťan, Jan Matyáš, and Jakub Svoboda. “Reconfiguration Using Generalized
    Token Jumping.” In <i>19th International Conference and Workshops on Algorithms
    and Computation</i>, 15411:244–65. Springer Nature, 2025. <a href="https://doi.org/10.1007/978-981-96-2845-2_16">https://doi.org/10.1007/978-981-96-2845-2_16</a>.
  ieee: J. M. Křišťan and J. Svoboda, “Reconfiguration using generalized token jumping,”
    in <i>19th International Conference and Workshops on Algorithms and Computation</i>,
    Chengdu, China, 2025, vol. 15411, pp. 244–265.
  ista: 'Křišťan JM, Svoboda J. 2025. Reconfiguration using generalized token jumping.
    19th International Conference and Workshops on Algorithms and Computation. WALCOM:
    International Conference and Workshops on Algorithms and Computation, LNCS, vol.
    15411, 244–265.'
  mla: Křišťan, Jan Matyáš, and Jakub Svoboda. “Reconfiguration Using Generalized
    Token Jumping.” <i>19th International Conference and Workshops on Algorithms and
    Computation</i>, vol. 15411, Springer Nature, 2025, pp. 244–65, doi:<a href="https://doi.org/10.1007/978-981-96-2845-2_16">10.1007/978-981-96-2845-2_16</a>.
  short: J.M. Křišťan, J. Svoboda, in:, 19th International Conference and Workshops
    on Algorithms and Computation, Springer Nature, 2025, pp. 244–265.
conference:
  end_date: 2025-03-02
  location: Chengdu, China
  name: 'WALCOM: International Conference and Workshops on Algorithms and Computation'
  start_date: 2025-02-28
date_created: 2025-03-23T23:01:27Z
date_published: 2025-02-20T00:00:00Z
date_updated: 2025-09-30T11:14:33Z
day: '20'
department:
- _id: KrCh
doi: 10.1007/978-981-96-2845-2_16
ec_funded: 1
external_id:
  arxiv:
  - '2411.12582'
  isi:
  - '001537885900016'
intvolume: '     15411'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2411.12582
month: '02'
oa: 1
oa_version: Preprint
page: 244-265
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: 19th International Conference and Workshops on Algorithms and Computation
publication_identifier:
  eissn:
  - 1611-3349
  isbn:
  - '9789819628445'
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Reconfiguration using generalized token jumping
type: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 15411
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
_id: '19499'
abstract:
- lang: eng
  text: Quantum hardware is inherently fragile and noisy. We find that the accuracy
    of traditional quantum error correction algorithms can be improved depending on
    the hardware. Given different hardware specifications, we automatically synthesize
    hardware-optimal algorithms for parity correction, qubit resetting, and GHZ (Greenberger–Horne–Zeilinger)
    state preparation. Using stochastic techniques from computer science, our method
    presents a computational tool to compute exact accuracy guarantees and synthesize
    optimal algorithms that are often different from traditional ones. We also show
    that improvements can be gained with respect to the Qiskit transpiler as we compute
    the hardware-optimal qubit mapping for the GHZ state-preparation problem.
acknowledgement: We thank the reviewers. In particular, they inspired us to analyze
  the reset and state-preparation problems, to compute optimal qubit mappings, and
  to apply our method to a quantum error correction scheme that includes both bitflip
  and phaseflip corrections. We also thank Raimundo Saona and Marek Chalupa for their
  time spent in insightful discussions. This research was partially supported by the
  European Research Council CoG 863818 (ForM-SMArt) grant.
article_number: e2419273122
article_processing_charge: Yes (in subscription journal)
article_type: original
author:
- first_name: Stefanie
  full_name: Muroya Lei, Stefanie
  id: a376de31-8972-11ed-ae7b-d0251c13c8ff
  last_name: Muroya Lei
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Thomas A
  full_name: Henzinger, Thomas A
  id: 40876CD8-F248-11E8-B48F-1D18A9856A87
  last_name: Henzinger
  orcid: 0000-0002-2985-7724
citation:
  ama: Muroya Lei S, Chatterjee K, Henzinger TA. Hardware-optimal quantum algorithms.
    <i>Proceedings of the National Academy of Sciences</i>. 2025;122(12). doi:<a href="https://doi.org/10.1073/pnas.2419273122">10.1073/pnas.2419273122</a>
  apa: Muroya Lei, S., Chatterjee, K., &#38; Henzinger, T. A. (2025). Hardware-optimal
    quantum algorithms. <i>Proceedings of the National Academy of Sciences</i>. National
    Academy of Sciences. <a href="https://doi.org/10.1073/pnas.2419273122">https://doi.org/10.1073/pnas.2419273122</a>
  chicago: Muroya Lei, Stefanie, Krishnendu Chatterjee, and Thomas A Henzinger. “Hardware-Optimal
    Quantum Algorithms.” <i>Proceedings of the National Academy of Sciences</i>. National
    Academy of Sciences, 2025. <a href="https://doi.org/10.1073/pnas.2419273122">https://doi.org/10.1073/pnas.2419273122</a>.
  ieee: S. Muroya Lei, K. Chatterjee, and T. A. Henzinger, “Hardware-optimal quantum
    algorithms,” <i>Proceedings of the National Academy of Sciences</i>, vol. 122,
    no. 12. National Academy of Sciences, 2025.
  ista: Muroya Lei S, Chatterjee K, Henzinger TA. 2025. Hardware-optimal quantum algorithms.
    Proceedings of the National Academy of Sciences. 122(12), e2419273122.
  mla: Muroya Lei, Stefanie, et al. “Hardware-Optimal Quantum Algorithms.” <i>Proceedings
    of the National Academy of Sciences</i>, vol. 122, no. 12, e2419273122, National
    Academy of Sciences, 2025, doi:<a href="https://doi.org/10.1073/pnas.2419273122">10.1073/pnas.2419273122</a>.
  short: S. Muroya Lei, K. Chatterjee, T.A. Henzinger, Proceedings of the National
    Academy of Sciences 122 (2025).
corr_author: '1'
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