---
_id: '9640'
abstract:
- lang: eng
  text: 'Selection and random drift determine the probability that novel mutations
    fixate in a population. Population structure is known to affect the dynamics of
    the evolutionary process. Amplifiers of selection are population structures that
    increase the fixation probability of beneficial mutants compared to well-mixed
    populations. Over the past 15 years, extensive research has produced remarkable
    structures called strong amplifiers which guarantee that every beneficial mutation
    fixates with high probability. But strong amplification has come at the cost of
    considerably delaying the fixation event, which can slow down the overall rate
    of evolution. However, the precise relationship between fixation probability and
    time has remained elusive. Here we characterize the slowdown effect of strong
    amplification. First, we prove that all strong amplifiers must delay the fixation
    event at least to some extent. Second, we construct strong amplifiers that delay
    the fixation event only marginally as compared to the well-mixed populations.
    Our results thus establish a tight relationship between fixation probability and
    time: Strong amplification always comes at a cost of a slowdown, but more than
    a marginal slowdown is not needed.'
acknowledgement: 'K.C. acknowledges support from ERC Start grant no. (279307: Graph
  Games), ERC Consolidator grant no. (863818: ForM-SMart), Austrian Science Fund (FWF)
  grant no. P23499-N23 and S11407-N23 (RiSE). M.A.N. acknowledges support from Office
  of Naval Research grant N00014-16-1-2914 and from the John Templeton Foundation.'
article_number: '4009'
article_processing_charge: No
article_type: original
author:
- first_name: Josef
  full_name: Tkadlec, Josef
  id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87
  last_name: Tkadlec
  orcid: 0000-0002-1097-9684
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Martin A.
  full_name: Nowak, Martin A.
  last_name: Nowak
citation:
  ama: Tkadlec J, Pavlogiannis A, Chatterjee K, Nowak MA. Fast and strong amplifiers
    of natural selection. <i>Nature Communications</i>. 2021;12(1). doi:<a href="https://doi.org/10.1038/s41467-021-24271-w">10.1038/s41467-021-24271-w</a>
  apa: Tkadlec, J., Pavlogiannis, A., Chatterjee, K., &#38; Nowak, M. A. (2021). Fast
    and strong amplifiers of natural selection. <i>Nature Communications</i>. Springer
    Nature. <a href="https://doi.org/10.1038/s41467-021-24271-w">https://doi.org/10.1038/s41467-021-24271-w</a>
  chicago: Tkadlec, Josef, Andreas Pavlogiannis, Krishnendu Chatterjee, and Martin
    A. Nowak. “Fast and Strong Amplifiers of Natural Selection.” <i>Nature Communications</i>.
    Springer Nature, 2021. <a href="https://doi.org/10.1038/s41467-021-24271-w">https://doi.org/10.1038/s41467-021-24271-w</a>.
  ieee: J. Tkadlec, A. Pavlogiannis, K. Chatterjee, and M. A. Nowak, “Fast and strong
    amplifiers of natural selection,” <i>Nature Communications</i>, vol. 12, no. 1.
    Springer Nature, 2021.
  ista: Tkadlec J, Pavlogiannis A, Chatterjee K, Nowak MA. 2021. Fast and strong amplifiers
    of natural selection. Nature Communications. 12(1), 4009.
  mla: Tkadlec, Josef, et al. “Fast and Strong Amplifiers of Natural Selection.” <i>Nature
    Communications</i>, vol. 12, no. 1, 4009, Springer Nature, 2021, doi:<a href="https://doi.org/10.1038/s41467-021-24271-w">10.1038/s41467-021-24271-w</a>.
  short: J. Tkadlec, A. Pavlogiannis, K. Chatterjee, M.A. Nowak, Nature Communications
    12 (2021).
date_created: 2021-07-11T22:01:15Z
date_published: 2021-06-29T00:00:00Z
date_updated: 2026-04-02T14:04:10Z
day: '29'
ddc:
- '510'
department:
- _id: KrCh
doi: 10.1038/s41467-021-24271-w
ec_funded: 1
external_id:
  isi:
  - '000671752100003'
  pmid:
  - '34188036'
file:
- access_level: open_access
  checksum: 5767418926a7f7fb76151de29473dae0
  content_type: application/pdf
  creator: cziletti
  date_created: 2021-07-19T13:02:20Z
  date_updated: 2021-07-19T13:02:20Z
  file_id: '9692'
  file_name: 2021_NatCoom_Tkadlec.pdf
  file_size: 628992
  relation: main_file
  success: 1
file_date_updated: 2021-07-19T13:02:20Z
has_accepted_license: '1'
intvolume: '        12'
isi: 1
issue: '1'
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
pmid: 1
project:
- _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: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
publication: Nature Communications
publication_identifier:
  eissn:
  - 2041-1723
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Fast and strong amplifiers of natural 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: journal_article
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
volume: 12
year: '2021'
...
---
_id: '9644'
abstract:
- lang: eng
  text: 'We present a new approach to proving non-termination of non-deterministic
    integer programs. Our technique is rather simple but efficient. It relies on a
    purely syntactic reversal of the program''s transition system followed by a constraint-based
    invariant synthesis with constraints coming from both the original and the reversed
    transition system. The latter task is performed by a simple call to an off-the-shelf
    SMT-solver, which allows us to leverage the latest advances in SMT-solving. Moreover,
    our method offers a combination of features not present (as a whole) in previous
    approaches: it handles programs with non-determinism, provides relative completeness
    guarantees and supports programs with polynomial arithmetic. The experiments performed
    with our prototype tool RevTerm show that our approach, despite its simplicity
    and stronger theoretical guarantees, is at least on par with the state-of-the-art
    tools, often achieving a non-trivial improvement under a proper configuration
    of its parameters.'
acknowledgement: We thank the anonymous reviewers for their helpful comments. This
  research was partially supported by the ERCCoG 863818 (ForM-SMArt) and the Czech
  Science Foundation grant No. GJ19-15134Y.
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: Ehsan Kafshdar
  full_name: Goharshady, Ehsan Kafshdar
  last_name: Goharshady
- first_name: Petr
  full_name: Novotný, Petr
  id: 3CC3B868-F248-11E8-B48F-1D18A9856A87
  last_name: Novotný
- 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 EK, Novotný P, Zikelic D. Proving non-termination
    by program reversal. In: <i>Proceedings of the 42nd ACM SIGPLAN International
    Conference on Programming Language Design and Implementation</i>. Association
    for Computing Machinery; 2021:1033-1048. doi:<a href="https://doi.org/10.1145/3453483.3454093">10.1145/3453483.3454093</a>'
  apa: 'Chatterjee, K., Goharshady, E. K., Novotný, P., &#38; Zikelic, D. (2021).
    Proving non-termination by program reversal. In <i>Proceedings of the 42nd ACM
    SIGPLAN International Conference on Programming Language Design and Implementation</i>
    (pp. 1033–1048). Online: Association for Computing Machinery. <a href="https://doi.org/10.1145/3453483.3454093">https://doi.org/10.1145/3453483.3454093</a>'
  chicago: Chatterjee, Krishnendu, Ehsan Kafshdar Goharshady, Petr Novotný, and Dorde
    Zikelic. “Proving Non-Termination by Program Reversal.” In <i>Proceedings of the
    42nd ACM SIGPLAN International Conference on Programming Language Design and Implementation</i>,
    1033–48. Association for Computing Machinery, 2021. <a href="https://doi.org/10.1145/3453483.3454093">https://doi.org/10.1145/3453483.3454093</a>.
  ieee: K. Chatterjee, E. K. Goharshady, P. Novotný, and D. Zikelic, “Proving non-termination
    by program reversal,” in <i>Proceedings of the 42nd ACM SIGPLAN International
    Conference on Programming Language Design and Implementation</i>, Online, 2021,
    pp. 1033–1048.
  ista: 'Chatterjee K, Goharshady EK, Novotný P, Zikelic D. 2021. Proving non-termination
    by program reversal. Proceedings of the 42nd ACM SIGPLAN International Conference
    on Programming Language Design and Implementation. PLDI: Programming Language
    Design and Implementation, 1033–1048.'
  mla: Chatterjee, Krishnendu, et al. “Proving Non-Termination by Program Reversal.”
    <i>Proceedings of the 42nd ACM SIGPLAN International Conference on Programming
    Language Design and Implementation</i>, Association for Computing Machinery, 2021,
    pp. 1033–48, doi:<a href="https://doi.org/10.1145/3453483.3454093">10.1145/3453483.3454093</a>.
  short: K. Chatterjee, E.K. Goharshady, P. Novotný, D. Zikelic, in:, Proceedings
    of the 42nd ACM SIGPLAN International Conference on Programming Language Design
    and Implementation, Association for Computing Machinery, 2021, pp. 1033–1048.
conference:
  end_date: 2021-06-26
  location: Online
  name: 'PLDI: Programming Language Design and Implementation'
  start_date: 2021-06-20
date_created: 2021-07-11T22:01:17Z
date_published: 2021-06-01T00:00:00Z
date_updated: 2026-04-07T13:27:55Z
day: '01'
department:
- _id: KrCh
doi: 10.1145/3453483.3454093
ec_funded: 1
external_id:
  arxiv:
  - '2104.01189'
  isi:
  - '000723661700067'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2104.01189
month: '06'
oa: 1
oa_version: Preprint
page: 1033-1048
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 42nd ACM SIGPLAN International Conference on Programming
  Language Design and Implementation
publication_identifier:
  isbn:
  - '9781450383912'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
related_material:
  record:
  - id: '15284'
    relation: research_data
    status: public
  - id: '14539'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Proving non-termination by program reversal
type: conference
user_id: 4359f0d1-fa6c-11eb-b949-802e58b17ae8
year: '2021'
...
---
_id: '9645'
abstract:
- lang: eng
  text: "We consider the fundamental problem of reachability analysis over imperative
    programs with real variables. Previous works that tackle reachability are either
    unable to handle programs consisting of general loops (e.g. symbolic execution),
    or lack completeness guarantees (e.g. abstract interpretation), or are not automated
    (e.g. incorrectness logic). In contrast, we propose a novel approach for reachability
    analysis that can handle general and complex loops, is complete, and can be entirely
    automated for a wide family of programs. Through the notion of Inductive Reachability
    Witnesses (IRWs), our approach extends ideas from both invariant generation and
    termination to reachability analysis.\r\n\r\nWe first show that our IRW-based
    approach is sound and complete for reachability analysis of imperative programs.
    Then, we focus on linear and polynomial programs and develop automated methods
    for synthesizing linear and polynomial IRWs. In the linear case, we follow the
    well-known approaches using Farkas' Lemma. Our main contribution is in the polynomial
    case, where we present a push-button semi-complete algorithm. We achieve this
    using a novel combination of classical theorems in real algebraic geometry, such
    as Putinar's Positivstellensatz and Hilbert's Strong Nullstellensatz. Finally,
    our experimental results show we can prove complex reachability objectives over
    various benchmarks that were beyond the reach of previous methods."
acknowledgement: This research was partially supported by the ERC CoG 863818 (ForM-SMArt),
  the National Natural Science Foundation of China (NSFC) Grant No. 61802254, the
  Huawei Innovation Research Program, the Facebook PhD Fellowship Program, and DOC
  Fellowship No. 24956 of the Austrian Academy of Sciences (ÖAW).
article_processing_charge: No
author:
- first_name: Ali
  full_name: Asadi, Ali
  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: Hongfei
  full_name: Fu, Hongfei
  id: 3AAD03D6-F248-11E8-B48F-1D18A9856A87
  last_name: Fu
- first_name: Amir Kafshdar
  full_name: Goharshady, Amir Kafshdar
  id: 391365CE-F248-11E8-B48F-1D18A9856A87
  last_name: Goharshady
  orcid: 0000-0003-1702-6584
- first_name: Mohammad
  full_name: Mahdavi, Mohammad
  last_name: Mahdavi
citation:
  ama: 'Asadi A, Chatterjee K, Fu H, Goharshady AK, Mahdavi M. Polynomial reachability
    witnesses via Stellensätze. In: <i>Proceedings of the 42nd ACM SIGPLAN International
    Conference on Programming Language Design and Implementation</i>. Association
    for Computing Machinery; 2021:772-787. doi:<a href="https://doi.org/10.1145/3453483.3454076">10.1145/3453483.3454076</a>'
  apa: 'Asadi, A., Chatterjee, K., Fu, H., Goharshady, A. K., &#38; Mahdavi, M. (2021).
    Polynomial reachability witnesses via Stellensätze. In <i>Proceedings of the 42nd
    ACM SIGPLAN International Conference on Programming Language Design and Implementation</i>
    (pp. 772–787). Online: Association for Computing Machinery. <a href="https://doi.org/10.1145/3453483.3454076">https://doi.org/10.1145/3453483.3454076</a>'
  chicago: Asadi, Ali, Krishnendu Chatterjee, Hongfei Fu, Amir Kafshdar Goharshady,
    and Mohammad Mahdavi. “Polynomial Reachability Witnesses via Stellensätze.” In
    <i>Proceedings of the 42nd ACM SIGPLAN International Conference on Programming
    Language Design and Implementation</i>, 772–87. Association for Computing Machinery,
    2021. <a href="https://doi.org/10.1145/3453483.3454076">https://doi.org/10.1145/3453483.3454076</a>.
  ieee: A. Asadi, K. Chatterjee, H. Fu, A. K. Goharshady, and M. Mahdavi, “Polynomial
    reachability witnesses via Stellensätze,” in <i>Proceedings of the 42nd ACM SIGPLAN
    International Conference on Programming Language Design and Implementation</i>,
    Online, 2021, pp. 772–787.
  ista: 'Asadi A, Chatterjee K, Fu H, Goharshady AK, Mahdavi M. 2021. Polynomial reachability
    witnesses via Stellensätze. Proceedings of the 42nd ACM SIGPLAN International
    Conference on Programming Language Design and Implementation. PLDI: Programming
    Language Design and Implementation, 772–787.'
  mla: Asadi, Ali, et al. “Polynomial Reachability Witnesses via Stellensätze.” <i>Proceedings
    of the 42nd ACM SIGPLAN International Conference on Programming Language Design
    and Implementation</i>, Association for Computing Machinery, 2021, pp. 772–87,
    doi:<a href="https://doi.org/10.1145/3453483.3454076">10.1145/3453483.3454076</a>.
  short: A. Asadi, K. Chatterjee, H. Fu, A.K. Goharshady, M. Mahdavi, in:, Proceedings
    of the 42nd ACM SIGPLAN International Conference on Programming Language Design
    and Implementation, Association for Computing Machinery, 2021, pp. 772–787.
conference:
  end_date: 2021-06-26
  location: Online
  name: 'PLDI: Programming Language Design and Implementation'
  start_date: 2021-06-20
date_created: 2021-07-11T22:01:17Z
date_published: 2021-06-01T00:00:00Z
date_updated: 2025-07-10T12:02:00Z
day: '01'
department:
- _id: KrCh
doi: 10.1145/3453483.3454076
ec_funded: 1
external_id:
  isi:
  - '000723661700050'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://hal.archives-ouvertes.fr/hal-03183862/
month: '06'
oa: 1
oa_version: Submitted Version
page: 772-787
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
- _id: 267066CE-B435-11E9-9278-68D0E5697425
  name: Quantitative Analysis of Probabilistic Systems with a focus on Crypto-Currencies
publication: Proceedings of the 42nd ACM SIGPLAN International Conference on Programming
  Language Design and Implementation
publication_identifier:
  isbn:
  - '9781450383912'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
scopus_import: '1'
status: public
title: Polynomial reachability witnesses via Stellensätze
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2021'
...
---
_id: '9646'
abstract:
- lang: eng
  text: We consider the fundamental problem of deriving quantitative bounds on the
    probability that a given assertion is violated in a probabilistic program. We
    provide automated algorithms that obtain both lower and upper bounds on the assertion
    violation probability. The main novelty of our approach is that we prove new and
    dedicated fixed-point theorems which serve as the theoretical basis of our algorithms
    and enable us to reason about assertion violation bounds in terms of pre and post
    fixed-point functions. To synthesize such fixed-points, we devise algorithms that
    utilize a wide range of mathematical tools, including repulsing ranking supermartingales,
    Hoeffding's lemma, Minkowski decompositions, Jensen's inequality, and convex optimization.
    On the theoretical side, we provide (i) the first automated algorithm for lower-bounds
    on assertion violation probabilities, (ii) the first complete algorithm for upper-bounds
    of exponential form in affine programs, and (iii) provably and significantly tighter
    upper-bounds than the previous approaches. On the practical side, we show our
    algorithms can handle a wide variety of programs from the literature and synthesize
    bounds that are remarkably tighter than previous results, in some cases by thousands
    of orders of magnitude.
acknowledgement: 'We are very thankful to the anonymous reviewers for the helpful
  and valuable comments. The work was partially supported by the National Natural
  Science Foundation of China (NSFC) Grant No. 61802254, the Huawei Innovation Research
  Program, the ERC CoG 863818 (ForM-SMArt), the Facebook PhD Fellowship Program and
  DOC Fellowship #24956 of the Austrian Academy of Sciences (ÖAW).'
article_processing_charge: No
arxiv: 1
author:
- first_name: Jinyi
  full_name: Wang, Jinyi
  last_name: Wang
- first_name: Yican
  full_name: Sun, Yican
  last_name: Sun
- first_name: Hongfei
  full_name: Fu, Hongfei
  id: 3AAD03D6-F248-11E8-B48F-1D18A9856A87
  last_name: Fu
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Amir Kafshdar
  full_name: Goharshady, Amir Kafshdar
  id: 391365CE-F248-11E8-B48F-1D18A9856A87
  last_name: Goharshady
  orcid: 0000-0003-1702-6584
citation:
  ama: 'Wang J, Sun Y, Fu H, Chatterjee K, Goharshady AK. Quantitative analysis of
    assertion violations in probabilistic programs. In: <i>Proceedings of the 42nd
    ACM SIGPLAN International Conference on Programming Language Design and Implementation</i>.
    Association for Computing Machinery; 2021:1171-1186. doi:<a href="https://doi.org/10.1145/3453483.3454102">10.1145/3453483.3454102</a>'
  apa: 'Wang, J., Sun, Y., Fu, H., Chatterjee, K., &#38; Goharshady, A. K. (2021).
    Quantitative analysis of assertion violations in probabilistic programs. In <i>Proceedings
    of the 42nd ACM SIGPLAN International Conference on Programming Language Design
    and Implementation</i> (pp. 1171–1186). Online: Association for Computing Machinery.
    <a href="https://doi.org/10.1145/3453483.3454102">https://doi.org/10.1145/3453483.3454102</a>'
  chicago: Wang, Jinyi, Yican Sun, Hongfei Fu, Krishnendu Chatterjee, and Amir Kafshdar
    Goharshady. “Quantitative Analysis of Assertion Violations in Probabilistic Programs.”
    In <i>Proceedings of the 42nd ACM SIGPLAN International Conference on Programming
    Language Design and Implementation</i>, 1171–86. Association for Computing Machinery,
    2021. <a href="https://doi.org/10.1145/3453483.3454102">https://doi.org/10.1145/3453483.3454102</a>.
  ieee: J. Wang, Y. Sun, H. Fu, K. Chatterjee, and A. K. Goharshady, “Quantitative
    analysis of assertion violations in probabilistic programs,” in <i>Proceedings
    of the 42nd ACM SIGPLAN International Conference on Programming Language Design
    and Implementation</i>, Online, 2021, pp. 1171–1186.
  ista: 'Wang J, Sun Y, Fu H, Chatterjee K, Goharshady AK. 2021. Quantitative analysis
    of assertion violations in probabilistic programs. Proceedings of the 42nd ACM
    SIGPLAN International Conference on Programming Language Design and Implementation.
    PLDI: Programming Language Design and Implementation, 1171–1186.'
  mla: Wang, Jinyi, et al. “Quantitative Analysis of Assertion Violations in Probabilistic
    Programs.” <i>Proceedings of the 42nd ACM SIGPLAN International Conference on
    Programming Language Design and Implementation</i>, Association for Computing
    Machinery, 2021, pp. 1171–86, doi:<a href="https://doi.org/10.1145/3453483.3454102">10.1145/3453483.3454102</a>.
  short: J. Wang, Y. Sun, H. Fu, K. Chatterjee, A.K. Goharshady, in:, Proceedings
    of the 42nd ACM SIGPLAN International Conference on Programming Language Design
    and Implementation, Association for Computing Machinery, 2021, pp. 1171–1186.
conference:
  end_date: 2021-06-26
  location: Online
  name: 'PLDI: Programming Language Design and Implementation'
  start_date: 2021-06-20
date_created: 2021-07-11T22:01:18Z
date_published: 2021-06-01T00:00:00Z
date_updated: 2025-04-15T07:55:05Z
day: '01'
department:
- _id: KrCh
doi: 10.1145/3453483.3454102
ec_funded: 1
external_id:
  arxiv:
  - '2011.14617'
  isi:
  - '000723661700076'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2011.14617
month: '06'
oa: 1
oa_version: Preprint
page: 1171-1186
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
- _id: 267066CE-B435-11E9-9278-68D0E5697425
  name: Quantitative Analysis of Probabilistic Systems with a focus on Crypto-Currencies
publication: Proceedings of the 42nd ACM SIGPLAN International Conference on Programming
  Language Design and Implementation
publication_identifier:
  isbn:
  - '9781450383912'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
scopus_import: '1'
status: public
title: Quantitative analysis of assertion violations in probabilistic programs
type: conference
user_id: 4359f0d1-fa6c-11eb-b949-802e58b17ae8
year: '2021'
...
---
_id: '9987'
abstract:
- lang: eng
  text: 'Stateless model checking (SMC) is one of the standard approaches to the verification
    of concurrent programs. As scheduling non-determinism creates exponentially large
    spaces of thread interleavings, SMC attempts to partition this space into equivalence
    classes and explore only a few representatives from each class. The efficiency
    of this approach depends on two factors: (a) the coarseness of the partitioning,
    and (b) the time to generate representatives in each class. For this reason, the
    search for coarse partitionings that are efficiently explorable is an active research
    challenge. In this work we present   RVF-SMC , a new SMC algorithm that uses a
    novel reads-value-from (RVF) partitioning. Intuitively, two interleavings are
    deemed equivalent if they agree on the value obtained in each read event, and
    read events induce consistent causal orderings between them. The RVF partitioning
    is provably coarser than recent approaches based on Mazurkiewicz and “reads-from”
    partitionings. Our experimental evaluation reveals that RVF is quite often a very
    effective equivalence, as the underlying partitioning is exponentially coarser
    than other approaches. Moreover,   RVF-SMC  generates representatives very efficiently,
    as the reduction in the partitioning is often met with significant speed-ups in
    the model checking task.'
acknowledgement: The research was partially funded by the ERC CoG 863818 (ForM-SMArt)
  and the Vienna Science and Technology Fund (WWTF) through project ICT15-003.
alternative_title:
- LNCS
article_processing_charge: Yes
arxiv: 1
author:
- first_name: Pratyush
  full_name: Agarwal, Pratyush
  last_name: Agarwal
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Shreya
  full_name: Pathak, Shreya
  last_name: Pathak
- first_name: Andreas
  full_name: Pavlogiannis, Andreas
  id: 49704004-F248-11E8-B48F-1D18A9856A87
  last_name: Pavlogiannis
  orcid: 0000-0002-8943-0722
- first_name: Viktor
  full_name: Toman, Viktor
  id: 3AF3DA7C-F248-11E8-B48F-1D18A9856A87
  last_name: Toman
  orcid: 0000-0001-9036-063X
citation:
  ama: 'Agarwal P, Chatterjee K, Pathak S, Pavlogiannis A, Toman V. Stateless model
    checking under a reads-value-from equivalence. In: <i>33rd International Conference
    on Computer-Aided Verification </i>. Vol 12759. Springer Nature; 2021:341-366.
    doi:<a href="https://doi.org/10.1007/978-3-030-81685-8_16">10.1007/978-3-030-81685-8_16</a>'
  apa: 'Agarwal, P., Chatterjee, K., Pathak, S., Pavlogiannis, A., &#38; Toman, V.
    (2021). Stateless model checking under a reads-value-from equivalence. In <i>33rd
    International Conference on Computer-Aided Verification </i> (Vol. 12759, pp.
    341–366). Virtual: Springer Nature. <a href="https://doi.org/10.1007/978-3-030-81685-8_16">https://doi.org/10.1007/978-3-030-81685-8_16</a>'
  chicago: Agarwal, Pratyush, Krishnendu Chatterjee, Shreya Pathak, Andreas Pavlogiannis,
    and Viktor Toman. “Stateless Model Checking under a Reads-Value-from Equivalence.”
    In <i>33rd International Conference on Computer-Aided Verification </i>, 12759:341–66.
    Springer Nature, 2021. <a href="https://doi.org/10.1007/978-3-030-81685-8_16">https://doi.org/10.1007/978-3-030-81685-8_16</a>.
  ieee: P. Agarwal, K. Chatterjee, S. Pathak, A. Pavlogiannis, and V. Toman, “Stateless
    model checking under a reads-value-from equivalence,” in <i>33rd International
    Conference on Computer-Aided Verification </i>, Virtual, 2021, vol. 12759, pp.
    341–366.
  ista: 'Agarwal P, Chatterjee K, Pathak S, Pavlogiannis A, Toman V. 2021. Stateless
    model checking under a reads-value-from equivalence. 33rd International Conference
    on Computer-Aided Verification . CAV: Computer Aided Verification , LNCS, vol.
    12759, 341–366.'
  mla: Agarwal, Pratyush, et al. “Stateless Model Checking under a Reads-Value-from
    Equivalence.” <i>33rd International Conference on Computer-Aided Verification
    </i>, vol. 12759, Springer Nature, 2021, pp. 341–66, doi:<a href="https://doi.org/10.1007/978-3-030-81685-8_16">10.1007/978-3-030-81685-8_16</a>.
  short: P. Agarwal, K. Chatterjee, S. Pathak, A. Pavlogiannis, V. Toman, in:, 33rd
    International Conference on Computer-Aided Verification , Springer Nature, 2021,
    pp. 341–366.
conference:
  end_date: 2021-07-23
  location: Virtual
  name: 'CAV: Computer Aided Verification '
  start_date: 2021-07-20
corr_author: '1'
date_created: 2021-09-05T22:01:24Z
date_published: 2021-07-15T00:00:00Z
date_updated: 2026-04-08T07:00:30Z
day: '15'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1007/978-3-030-81685-8_16
ec_funded: 1
external_id:
  arxiv:
  - '2105.06424'
  isi:
  - '000698732400016'
file:
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  success: 1
file_date_updated: 2022-05-13T07:00:20Z
has_accepted_license: '1'
isi: 1
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: 341-366
project:
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: '33rd International Conference on Computer-Aided Verification '
publication_identifier:
  eisbn:
  - 978-3-030-81685-8
  eissn:
  - 1611-3349
  isbn:
  - 978-3-030-81684-1
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  record:
  - id: '10199'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Stateless model checking under a reads-value-from equivalence
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: 4359f0d1-fa6c-11eb-b949-802e58b17ae8
volume: '12759 '
year: '2021'
...
---
OA_place: publisher
_id: '10293'
abstract:
- lang: eng
  text: "Indirect reciprocity in evolutionary game theory is a prominent mechanism
    for explaining the evolution of cooperation among unrelated individuals. In contrast
    to direct reciprocity, which is based on individuals meeting repeatedly, and conditionally
    cooperating by using their own experiences, indirect reciprocity is based on individuals’
    reputations. If a player helps another, this increases the helper’s public standing,
    benefitting them in the future. This lets cooperation in the population emerge
    without individuals having to meet more than once. While the two modes of reciprocity
    are intertwined, they are difficult to compare. Thus, they are usually studied
    in isolation. Direct reciprocity can maintain cooperation with simple strategies,
    and is robust against noise even when players do not remember more\r\nthan their
    partner’s last action. Meanwhile, indirect reciprocity requires its successful
    strategies, or social norms, to be more complex. Exhaustive search previously
    identified eight such norms, called the “leading eight”, which excel at maintaining
    cooperation. However, as the first result of this thesis, we show that the leading
    eight break down once we remove the fundamental assumption that information is
    synchronized and public, such that everyone agrees on reputations. Once we consider
    a more realistic scenario of imperfect information, where reputations are private,
    and individuals occasionally misinterpret or miss observations, the leading eight
    do not promote cooperation anymore. Instead, minor initial disagreements can proliferate,
    fragmenting populations into subgroups. In a next step, we consider ways to mitigate
    this issue. We first explore whether introducing “generosity” can stabilize cooperation
    when players use the leading eight strategies in noisy environments. This approach
    of modifying strategies to include probabilistic elements for coping with errors
    is known to work well in direct reciprocity. However, as we show here, it fails
    for the more complex norms of indirect reciprocity. Imperfect information still
    prevents cooperation from evolving. On the other hand, we succeeded to show in
    this thesis that modifying the leading eight to use “quantitative assessment”,
    i.e. tracking reputation scores on a scale beyond good and bad, and making overall
    judgments of others based on a threshold, is highly successful, even when noise
    increases in the environment. Cooperation can flourish when reputations\r\nare
    more nuanced, and players have a broader understanding what it means to be “good.”
    Finally, we present a single theoretical framework that unites the two modes of
    reciprocity despite their differences. Within this framework, we identify a novel
    simple and successful strategy for indirect reciprocity, which can cope with noisy
    environments and has an analogue in direct reciprocity. We can also analyze decision
    making when different sources of information are available. Our results help highlight
    that for sustaining cooperation, already the most simple rules of reciprocity
    can be sufficient."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Laura
  full_name: Schmid, Laura
  id: 38B437DE-F248-11E8-B48F-1D18A9856A87
  last_name: Schmid
  orcid: 0000-0002-6978-7329
citation:
  ama: Schmid L. Evolution of cooperation via (in)direct reciprocity under imperfect
    information. 2021. doi:<a href="https://doi.org/10.15479/at:ista:10293">10.15479/at:ista:10293</a>
  apa: Schmid, L. (2021). <i>Evolution of cooperation via (in)direct reciprocity under
    imperfect information</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:10293">https://doi.org/10.15479/at:ista:10293</a>
  chicago: Schmid, Laura. “Evolution of Cooperation via (in)Direct Reciprocity under
    Imperfect Information.” Institute of Science and Technology Austria, 2021. <a
    href="https://doi.org/10.15479/at:ista:10293">https://doi.org/10.15479/at:ista:10293</a>.
  ieee: L. Schmid, “Evolution of cooperation via (in)direct reciprocity under imperfect
    information,” Institute of Science and Technology Austria, 2021.
  ista: Schmid L. 2021. Evolution of cooperation via (in)direct reciprocity under
    imperfect information. Institute of Science and Technology Austria.
  mla: Schmid, Laura. <i>Evolution of Cooperation via (in)Direct Reciprocity under
    Imperfect Information</i>. Institute of Science and Technology Austria, 2021,
    doi:<a href="https://doi.org/10.15479/at:ista:10293">10.15479/at:ista:10293</a>.
  short: L. Schmid, Evolution of Cooperation via (in)Direct Reciprocity under Imperfect
    Information, Institute of Science and Technology Austria, 2021.
corr_author: '1'
date_created: 2021-11-15T17:12:57Z
date_published: 2021-11-17T00:00:00Z
date_updated: 2026-04-08T07:11:20Z
day: '17'
ddc:
- '519'
- '576'
degree_awarded: PhD
department:
- _id: GradSch
- _id: KrCh
doi: 10.15479/at:ista:10293
ec_funded: 1
file:
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  date_updated: 2022-12-20T23:30:08Z
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  date_created: 2021-11-18T12:59:15Z
  date_updated: 2022-12-20T23:30:08Z
  embargo: 2022-10-18
  file_id: '10306'
  file_name: thesis_new_upload.pdf
  file_size: 8320985
  relation: main_file
file_date_updated: 2022-12-20T23:30:08Z
has_accepted_license: '1'
language:
- iso: eng
month: '11'
oa: 1
oa_version: Published Version
page: '171'
project:
- _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: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
- _id: 2584A770-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P 23499-N23
  name: Modern Graph Algorithmic Techniques in Formal Verification
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
  - id: '9997'
    relation: part_of_dissertation
    status: public
  - id: '9402'
    relation: part_of_dissertation
    status: public
  - id: '2'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
title: Evolution of cooperation via (in)direct reciprocity under imperfect information
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2021'
...
---
_id: '9997'
abstract:
- lang: eng
  text: Indirect reciprocity is a mechanism for the evolution of cooperation based
    on social norms. This mechanism requires that individuals in a population observe
    and judge each other’s behaviors. Individuals with a good reputation are more
    likely to receive help from others. Previous work suggests that indirect reciprocity
    is only effective when all relevant information is reliable and publicly available.
    Otherwise, individuals may disagree on how to assess others, even if they all
    apply the same social norm. Such disagreements can lead to a breakdown of cooperation.
    Here we explore whether the predominantly studied ‘leading eight’ social norms
    of indirect reciprocity can be made more robust by equipping them with an element
    of generosity. To this end, we distinguish between two kinds of generosity. According
    to assessment generosity, individuals occasionally assign a good reputation to
    group members who would usually be regarded as bad. According to action generosity,
    individuals occasionally cooperate with group members with whom they would usually
    defect. Using individual-based simulations, we show that the two kinds of generosity
    have a very different effect on the resulting reputation dynamics. Assessment
    generosity tends to add to the overall noise and allows defectors to invade. In
    contrast, a limited amount of action generosity can be beneficial in a few cases.
    However, even when action generosity is beneficial, the respective simulations
    do not result in full cooperation. Our results suggest that while generosity can
    favor cooperation when individuals use the most simple strategies of reciprocity,
    it is disadvantageous when individuals use more complex social norms.
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.). L.S. received additional partial support by the Austrian Science
  Fund (FWF) under Grant Z211-N23 (Wittgenstein Award).'
article_number: '17443'
article_processing_charge: Yes
article_type: original
author:
- first_name: Laura
  full_name: Schmid, Laura
  id: 38B437DE-F248-11E8-B48F-1D18A9856A87
  last_name: Schmid
  orcid: 0000-0002-6978-7329
- first_name: Pouya
  full_name: Shati, Pouya
  last_name: Shati
- first_name: Christian
  full_name: Hilbe, Christian
  last_name: Hilbe
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
citation:
  ama: Schmid L, Shati P, Hilbe C, Chatterjee K. The evolution of indirect reciprocity
    under action and assessment generosity. <i>Scientific Reports</i>. 2021;11(1).
    doi:<a href="https://doi.org/10.1038/s41598-021-96932-1">10.1038/s41598-021-96932-1</a>
  apa: Schmid, L., Shati, P., Hilbe, C., &#38; Chatterjee, K. (2021). The evolution
    of indirect reciprocity under action and assessment generosity. <i>Scientific
    Reports</i>. Springer Nature. <a href="https://doi.org/10.1038/s41598-021-96932-1">https://doi.org/10.1038/s41598-021-96932-1</a>
  chicago: Schmid, Laura, Pouya Shati, Christian Hilbe, and Krishnendu Chatterjee.
    “The Evolution of Indirect Reciprocity under Action and Assessment Generosity.”
    <i>Scientific Reports</i>. Springer Nature, 2021. <a href="https://doi.org/10.1038/s41598-021-96932-1">https://doi.org/10.1038/s41598-021-96932-1</a>.
  ieee: L. Schmid, P. Shati, C. Hilbe, and K. Chatterjee, “The evolution of indirect
    reciprocity under action and assessment generosity,” <i>Scientific Reports</i>,
    vol. 11, no. 1. Springer Nature, 2021.
  ista: Schmid L, Shati P, Hilbe C, Chatterjee K. 2021. The evolution of indirect
    reciprocity under action and assessment generosity. Scientific Reports. 11(1),
    17443.
  mla: Schmid, Laura, et al. “The Evolution of Indirect Reciprocity under Action and
    Assessment Generosity.” <i>Scientific Reports</i>, vol. 11, no. 1, 17443, Springer
    Nature, 2021, doi:<a href="https://doi.org/10.1038/s41598-021-96932-1">10.1038/s41598-021-96932-1</a>.
  short: L. Schmid, P. Shati, C. Hilbe, K. Chatterjee, Scientific Reports 11 (2021).
corr_author: '1'
date_created: 2021-09-11T16:22:02Z
date_published: 2021-08-31T00:00:00Z
date_updated: 2026-07-03T22:33:34Z
day: '31'
ddc:
- '003'
department:
- _id: GradSch
- _id: KrCh
doi: 10.1038/s41598-021-96932-1
ec_funded: 1
external_id:
  isi:
  - '000692406400018'
  pmid:
  - '34465830'
file:
- access_level: open_access
  checksum: 19df8816cf958b272b85841565c73182
  content_type: application/pdf
  creator: cchlebak
  date_created: 2021-09-13T10:31:21Z
  date_updated: 2021-09-13T10:31:21Z
  file_id: '10006'
  file_name: 2021_ScientificReports_Schmid.pdf
  file_size: 2424943
  relation: main_file
  success: 1
file_date_updated: 2021-09-13T10:31:21Z
has_accepted_license: '1'
intvolume: '        11'
isi: 1
issue: '1'
keyword:
- Multidisciplinary
language:
- iso: eng
month: '08'
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'
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
publication: Scientific Reports
publication_identifier:
  eissn:
  - 2045-2322
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  record:
  - id: '10293'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: The evolution of indirect reciprocity under action and assessment generosity
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: 4359f0d1-fa6c-11eb-b949-802e58b17ae8
volume: 11
year: '2021'
...
---
_id: '9402'
abstract:
- lang: eng
  text: Direct and indirect reciprocity are key mechanisms for the evolution of cooperation.
    Direct reciprocity means that individuals use their own experience to decide whether
    to cooperate with another person. Indirect reciprocity means that they also consider
    the experiences of others. Although these two mechanisms are intertwined, they
    are typically studied in isolation. Here, we introduce a mathematical framework
    that allows us to explore both kinds of reciprocity simultaneously. We show that
    the well-known ‘generous tit-for-tat’ strategy of direct reciprocity has a natural
    analogue in indirect reciprocity, which we call ‘generous scoring’. Using an equilibrium
    analysis, we characterize under which conditions either of the two strategies
    can maintain cooperation. With simulations, we additionally explore which kind
    of reciprocity evolves when members of a population engage in social learning
    to adapt to their environment. Our results draw unexpected connections between
    direct and indirect reciprocity while highlighting important differences regarding
    their evolvability.
acknowledgement: 'This work was supported by the European Research Council CoG 863818
  (ForM-SMArt) (to K.C.), the European Research Council Start Grant 279307: Graph
  Games (to K.C.), and the European Research Council Starting Grant 850529: E-DIRECT
  (to C.H.). The funders had no role in study design, data collection and analysis,
  decision to publish or preparation of the manuscript.'
article_processing_charge: No
article_type: original
author:
- first_name: Laura
  full_name: Schmid, Laura
  id: 38B437DE-F248-11E8-B48F-1D18A9856A87
  last_name: Schmid
  orcid: 0000-0002-6978-7329
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Christian
  full_name: Hilbe, Christian
  id: 2FDF8F3C-F248-11E8-B48F-1D18A9856A87
  last_name: Hilbe
  orcid: 0000-0001-5116-955X
- first_name: Martin A.
  full_name: Nowak, Martin A.
  last_name: Nowak
citation:
  ama: Schmid L, Chatterjee K, Hilbe C, Nowak MA. A unified framework of direct and
    indirect reciprocity. <i>Nature Human Behaviour</i>. 2021;5(10):1292–1302. doi:<a
    href="https://doi.org/10.1038/s41562-021-01114-8">10.1038/s41562-021-01114-8</a>
  apa: Schmid, L., Chatterjee, K., Hilbe, C., &#38; Nowak, M. A. (2021). A unified
    framework of direct and indirect reciprocity. <i>Nature Human Behaviour</i>. Springer
    Nature. <a href="https://doi.org/10.1038/s41562-021-01114-8">https://doi.org/10.1038/s41562-021-01114-8</a>
  chicago: Schmid, Laura, Krishnendu Chatterjee, Christian Hilbe, and Martin A. Nowak.
    “A Unified Framework of Direct and Indirect Reciprocity.” <i>Nature Human Behaviour</i>.
    Springer Nature, 2021. <a href="https://doi.org/10.1038/s41562-021-01114-8">https://doi.org/10.1038/s41562-021-01114-8</a>.
  ieee: L. Schmid, K. Chatterjee, C. Hilbe, and M. A. Nowak, “A unified framework
    of direct and indirect reciprocity,” <i>Nature Human Behaviour</i>, vol. 5, no.
    10. Springer Nature, pp. 1292–1302, 2021.
  ista: Schmid L, Chatterjee K, Hilbe C, Nowak MA. 2021. A unified framework of direct
    and indirect reciprocity. Nature Human Behaviour. 5(10), 1292–1302.
  mla: Schmid, Laura, et al. “A Unified Framework of Direct and Indirect Reciprocity.”
    <i>Nature Human Behaviour</i>, vol. 5, no. 10, Springer Nature, 2021, pp. 1292–1302,
    doi:<a href="https://doi.org/10.1038/s41562-021-01114-8">10.1038/s41562-021-01114-8</a>.
  short: L. Schmid, K. Chatterjee, C. Hilbe, M.A. Nowak, Nature Human Behaviour 5
    (2021) 1292–1302.
corr_author: '1'
date_created: 2021-05-18T16:56:57Z
date_published: 2021-05-13T00:00:00Z
date_updated: 2026-07-03T22:33:34Z
day: '13'
ddc:
- '000'
department:
- _id: KrCh
- _id: GradSch
doi: 10.1038/s41562-021-01114-8
ec_funded: 1
external_id:
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oa: 1
oa_version: Submitted Version
page: 1292–1302
pmid: 1
project:
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  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
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  call_identifier: FP7
  grant_number: '279307'
  name: 'Quantitative Graph Games: Theory and Applications'
publication: Nature Human Behaviour
publication_identifier:
  eissn:
  - 2397-3374
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  link:
  - description: News on IST Homepage
    relation: press_release
    url: https://ist.ac.at/en/news/the-emergence-of-cooperation/
  record:
  - id: '10293'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: A unified framework of direct and indirect reciprocity
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 5
year: '2021'
...
---
OA_place: publisher
_id: '8934'
abstract:
- lang: eng
  text: "In this thesis, we consider several of the most classical and fundamental
    problems in static analysis and formal verification, including invariant generation,
    reachability analysis, termination analysis of probabilistic programs, data-flow
    analysis, quantitative analysis of Markov chains and Markov decision processes,
    and the problem of data packing in cache management.\r\nWe use techniques from
    parameterized complexity theory, polyhedral geometry, and real algebraic geometry
    to significantly improve the state-of-the-art, in terms of both scalability and
    completeness guarantees, for the mentioned problems. In some cases, our results
    are the first theoretical improvements for the respective problems in two or three
    decades."
acknowledgement: 'The research was partially supported by an IBM PhD fellowship, a
  Facebook PhD fellowship, and DOC fellowship #24956 of the Austrian Academy of Sciences
  (OeAW).'
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Amir Kafshdar
  full_name: Goharshady, Amir Kafshdar
  id: 391365CE-F248-11E8-B48F-1D18A9856A87
  last_name: Goharshady
  orcid: 0000-0003-1702-6584
citation:
  ama: Goharshady AK. Parameterized and algebro-geometric advances in static program
    analysis. 2021. doi:<a href="https://doi.org/10.15479/AT:ISTA:8934">10.15479/AT:ISTA:8934</a>
  apa: Goharshady, A. K. (2021). <i>Parameterized and algebro-geometric advances in
    static program analysis</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/AT:ISTA:8934">https://doi.org/10.15479/AT:ISTA:8934</a>
  chicago: Goharshady, Amir Kafshdar. “Parameterized and Algebro-Geometric Advances
    in Static Program Analysis.” Institute of Science and Technology Austria, 2021.
    <a href="https://doi.org/10.15479/AT:ISTA:8934">https://doi.org/10.15479/AT:ISTA:8934</a>.
  ieee: A. K. Goharshady, “Parameterized and algebro-geometric advances in static
    program analysis,” Institute of Science and Technology Austria, 2021.
  ista: Goharshady AK. 2021. Parameterized and algebro-geometric advances in static
    program analysis. Institute of Science and Technology Austria.
  mla: Goharshady, Amir Kafshdar. <i>Parameterized and Algebro-Geometric Advances
    in Static Program Analysis</i>. Institute of Science and Technology Austria, 2021,
    doi:<a href="https://doi.org/10.15479/AT:ISTA:8934">10.15479/AT:ISTA:8934</a>.
  short: A.K. Goharshady, Parameterized and Algebro-Geometric Advances in Static Program
    Analysis, Institute of Science and Technology Austria, 2021.
corr_author: '1'
date_created: 2020-12-10T12:17:07Z
date_published: 2021-01-01T00:00:00Z
date_updated: 2026-04-16T10:07:18Z
day: '01'
ddc:
- '005'
degree_awarded: PhD
department:
- _id: KrCh
- _id: GradSch
doi: 10.15479/AT:ISTA:8934
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  file_name: Thesis-pdfa.pdf
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file_date_updated: 2021-12-23T23:30:04Z
has_accepted_license: '1'
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
page: '278'
project:
- _id: 267066CE-B435-11E9-9278-68D0E5697425
  name: Quantitative Analysis of Probabilistic Systems with a focus on Crypto-Currencies
- _id: 266EEEC0-B435-11E9-9278-68D0E5697425
  name: Quantitative Game-theoretic Analysis of Blockchain Applications and Smart
    Contracts
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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  - id: '6490'
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  - id: '7158'
    relation: part_of_dissertation
    status: public
  - id: '66'
    relation: part_of_dissertation
    status: public
  - id: '6378'
    relation: part_of_dissertation
    status: public
  - id: '311'
    relation: part_of_dissertation
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    relation: part_of_dissertation
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    relation: part_of_dissertation
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    relation: part_of_dissertation
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    relation: part_of_dissertation
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    relation: part_of_dissertation
    status: public
  - id: '6918'
    relation: part_of_dissertation
    status: public
  - id: '7810'
    relation: part_of_dissertation
    status: public
  - id: '949'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
title: Parameterized and algebro-geometric advances in static program analysis
tmp:
  image: /images/cc_0.png
  legal_code_url: https://creativecommons.org/publicdomain/zero/1.0/legalcode
  name: Creative Commons Public Domain Dedication (CC0 1.0)
  short: CC0 (1.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2021'
...
---
_id: '13060'
abstract:
- lang: eng
  text: Coinfections with multiple pathogens can result in complex within-host dynamics
    affecting virulence and transmission. Whilst multiple infections are intensively
    studied in solitary hosts, it is so far unresolved how social host interactions
    interfere with pathogen competition, and if this depends on coinfection diversity.
    We studied how the collective disease defenses of ants – their social immunity
    ­– influence pathogen competition in coinfections of same or different fungal
    pathogen species. Social immunity reduced virulence for all pathogen combinations,
    but interfered with spore production only in different-species coinfections. Here,
    it decreased overall pathogen sporulation success, whilst simultaneously increasing
    co-sporulation on individual cadavers and maintaining a higher pathogen diversity
    at the community-level. Mathematical modeling revealed that host sanitary care
    alone can modulate competitive outcomes between pathogens, giving advantage to
    fast-germinating, thus less grooming-sensitive ones. Host social interactions
    can hence modulate infection dynamics in coinfected group members, thereby altering
    pathogen communities at the host- and population-level.
article_processing_charge: No
author:
- first_name: Barbara
  full_name: Milutinovic, Barbara
  id: 2CDC32B8-F248-11E8-B48F-1D18A9856A87
  last_name: Milutinovic
  orcid: 0000-0002-8214-4758
- first_name: Miriam
  full_name: Stock, Miriam
  id: 42462816-F248-11E8-B48F-1D18A9856A87
  last_name: Stock
- first_name: Anna V
  full_name: Grasse, Anna V
  id: 406F989C-F248-11E8-B48F-1D18A9856A87
  last_name: Grasse
- first_name: Elisabeth
  full_name: Naderlinger, Elisabeth
  id: 31757262-F248-11E8-B48F-1D18A9856A87
  last_name: Naderlinger
- first_name: Christian
  full_name: Hilbe, Christian
  id: 2FDF8F3C-F248-11E8-B48F-1D18A9856A87
  last_name: Hilbe
  orcid: 0000-0001-5116-955X
- first_name: Sylvia
  full_name: Cremer, Sylvia
  id: 2F64EC8C-F248-11E8-B48F-1D18A9856A87
  last_name: Cremer
  orcid: 0000-0002-2193-3868
citation:
  ama: Milutinovic B, Stock M, Grasse AV, Naderlinger E, Hilbe C, Cremer S. Social
    immunity modulates competition between coinfecting pathogens. 2020. doi:<a href="https://doi.org/10.5061/DRYAD.CRJDFN318">10.5061/DRYAD.CRJDFN318</a>
  apa: Milutinovic, B., Stock, M., Grasse, A. V., Naderlinger, E., Hilbe, C., &#38;
    Cremer, S. (2020). Social immunity modulates competition between coinfecting pathogens.
    Dryad. <a href="https://doi.org/10.5061/DRYAD.CRJDFN318">https://doi.org/10.5061/DRYAD.CRJDFN318</a>
  chicago: Milutinovic, Barbara, Miriam Stock, Anna V Grasse, Elisabeth Naderlinger,
    Christian Hilbe, and Sylvia Cremer. “Social Immunity Modulates Competition between
    Coinfecting Pathogens.” Dryad, 2020. <a href="https://doi.org/10.5061/DRYAD.CRJDFN318">https://doi.org/10.5061/DRYAD.CRJDFN318</a>.
  ieee: B. Milutinovic, M. Stock, A. V. Grasse, E. Naderlinger, C. Hilbe, and S. Cremer,
    “Social immunity modulates competition between coinfecting pathogens.” Dryad,
    2020.
  ista: Milutinovic B, Stock M, Grasse AV, Naderlinger E, Hilbe C, Cremer S. 2020.
    Social immunity modulates competition between coinfecting pathogens, Dryad, <a
    href="https://doi.org/10.5061/DRYAD.CRJDFN318">10.5061/DRYAD.CRJDFN318</a>.
  mla: Milutinovic, Barbara, et al. <i>Social Immunity Modulates Competition between
    Coinfecting Pathogens</i>. Dryad, 2020, doi:<a href="https://doi.org/10.5061/DRYAD.CRJDFN318">10.5061/DRYAD.CRJDFN318</a>.
  short: B. Milutinovic, M. Stock, A.V. Grasse, E. Naderlinger, C. Hilbe, S. Cremer,
    (2020).
corr_author: '1'
date_created: 2023-05-23T16:11:22Z
date_published: 2020-12-19T00:00:00Z
date_updated: 2025-06-12T07:32:35Z
day: '19'
ddc:
- '570'
department:
- _id: SyCr
- _id: KrCh
doi: 10.5061/DRYAD.CRJDFN318
main_file_link:
- open_access: '1'
  url: https://doi.org/10.5061/dryad.crjdfn318
month: '12'
oa: 1
oa_version: Published Version
publisher: Dryad
related_material:
  record:
  - id: '7343'
    relation: used_in_publication
    status: public
status: public
title: Social immunity modulates competition between coinfecting pathogens
tmp:
  image: /images/cc_0.png
  legal_code_url: https://creativecommons.org/publicdomain/zero/1.0/legalcode
  name: Creative Commons Public Domain Dedication (CC0 1.0)
  short: CC0 (1.0)
type: research_data_reference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2020'
...
---
_id: '15055'
abstract:
- lang: eng
  text: <jats:p>Markov decision processes (MDPs) are the defacto framework for sequential
    decision making in the presence of stochastic uncertainty. A classical optimization
    criterion for MDPs is to maximize the expected discounted-sum payoff, which ignores
    low probability catastrophic events with highly negative impact on the system.
    On the other hand, risk-averse policies require the probability of undesirable
    events to be below a given threshold, but they do not account for optimization
    of the expected payoff. We consider MDPs with discounted-sum payoff with failure
    states which represent catastrophic outcomes. The objective of risk-constrained
    planning is to maximize the expected discounted-sum payoff among risk-averse policies
    that ensure the probability to encounter a failure state is below a desired threshold.
    Our main contribution is an efficient risk-constrained planning algorithm that
    combines UCT-like search with a predictor learned through interaction with the
    MDP (in the style of AlphaZero) and with a risk-constrained action selection via
    linear programming. We demonstrate the effectiveness of our approach with experiments
    on classical MDPs from the literature, including benchmarks with an order of 106
    states.</jats:p>
acknowledgement: Krishnendu Chatterjee is supported by the Austrian Science Fund (FWF)
  NFN Grant No. S11407-N23 (RiSE/SHiNE), and COST Action GAMENET. Tomas Brazdil is
  supported by the Grant Agency of Masaryk University grant no. MUNI/G/0739/2017 and
  by the Czech Science Foundation grant No. 18-11193S. Petr Novotny and Jirı Vahala
  are supported by the Czech Science Foundation grant No. GJ19-15134Y.
article_processing_charge: No
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: Petr
  full_name: Novotný, Petr
  last_name: Novotný
- first_name: Jiří
  full_name: Vahala, Jiří
  last_name: Vahala
citation:
  ama: Brázdil T, Chatterjee K, Novotný P, Vahala J. Reinforcement learning of risk-constrained
    policies in Markov decision processes. <i>Proceedings of the 34th AAAI Conference
    on Artificial Intelligence</i>. 2020;34(06):9794-9801. doi:<a href="https://doi.org/10.1609/aaai.v34i06.6531">10.1609/aaai.v34i06.6531</a>
  apa: 'Brázdil, T., Chatterjee, K., Novotný, P., &#38; Vahala, J. (2020). Reinforcement
    learning of risk-constrained policies in Markov decision processes. <i>Proceedings
    of the 34th AAAI Conference on Artificial Intelligence</i>. New York, NY, United
    States: Association for the Advancement of Artificial Intelligence. <a href="https://doi.org/10.1609/aaai.v34i06.6531">https://doi.org/10.1609/aaai.v34i06.6531</a>'
  chicago: Brázdil, Tomáš, Krishnendu Chatterjee, Petr Novotný, and Jiří Vahala. “Reinforcement
    Learning of Risk-Constrained Policies in Markov Decision Processes.” <i>Proceedings
    of the 34th AAAI Conference on Artificial Intelligence</i>. Association for the
    Advancement of Artificial Intelligence, 2020. <a href="https://doi.org/10.1609/aaai.v34i06.6531">https://doi.org/10.1609/aaai.v34i06.6531</a>.
  ieee: T. Brázdil, K. Chatterjee, P. Novotný, and J. Vahala, “Reinforcement learning
    of risk-constrained policies in Markov decision processes,” <i>Proceedings of
    the 34th AAAI Conference on Artificial Intelligence</i>, vol. 34, no. 06. Association
    for the Advancement of Artificial Intelligence, pp. 9794–9801, 2020.
  ista: Brázdil T, Chatterjee K, Novotný P, Vahala J. 2020. Reinforcement learning
    of risk-constrained policies in Markov decision processes. Proceedings of the
    34th AAAI Conference on Artificial Intelligence. 34(06), 9794–9801.
  mla: Brázdil, Tomáš, et al. “Reinforcement Learning of Risk-Constrained Policies
    in Markov Decision Processes.” <i>Proceedings of the 34th AAAI Conference on Artificial
    Intelligence</i>, vol. 34, no. 06, Association for the Advancement of Artificial
    Intelligence, 2020, pp. 9794–801, doi:<a href="https://doi.org/10.1609/aaai.v34i06.6531">10.1609/aaai.v34i06.6531</a>.
  short: T. Brázdil, K. Chatterjee, P. Novotný, J. Vahala, Proceedings of the 34th
    AAAI Conference on Artificial Intelligence 34 (2020) 9794–9801.
conference:
  end_date: 2020-02-12
  location: New York, NY, United States
  name: 'AAAI: Conference on Artificial Intelligence'
  start_date: 2020-02-07
date_created: 2024-03-04T08:07:22Z
date_published: 2020-04-03T00:00:00Z
date_updated: 2025-04-15T06:30:08Z
day: '03'
department:
- _id: KrCh
doi: 10.1609/aaai.v34i06.6531
external_id:
  arxiv:
  - '2002.12086'
intvolume: '        34'
issue: '06'
keyword:
- General Medicine
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2002.12086
month: '04'
oa: 1
oa_version: Preprint
page: 9794-9801
project:
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
publication: Proceedings of the 34th AAAI Conference on Artificial Intelligence
publication_identifier:
  issn:
  - 2374-3468
publication_status: published
publisher: Association for the Advancement of Artificial Intelligence
quality_controlled: '1'
status: public
title: Reinforcement learning of risk-constrained policies in Markov decision processes
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 34
year: '2020'
...
---
_id: '15082'
abstract:
- lang: eng
  text: "Two plane drawings of geometric graphs on the same set of points are called
    disjoint compatible if their union is plane and they do not have an edge in common.
    For a given set S of 2n points two plane drawings of perfect matchings M1 and
    M2 (which do not need to be disjoint nor compatible) are disjoint tree-compatible
    if there exists a plane drawing of a spanning tree T on S which is disjoint compatible
    to both M1 and M2.\r\nWe show that the graph of all disjoint tree-compatible perfect
    geometric matchings on 2n points in convex position is connected if and only if
    2n ≥ 10. Moreover, in that case the diameter\r\nof this graph is either 4 or 5,
    independent of n."
acknowledgement: Research on this work was initiated at the 6th Austrian-Japanese-Mexican-Spanish
  Workshop on Discrete Geometry and continued during the 16th European Geometric Graph-Week,
  both held near Strobl, Austria. We are grateful to the participants for the inspiring
  atmosphere. We especially thank Alexander Pilz for bringing this class of problems
  to our attention and Birgit Vogtenhuber for inspiring discussions. D.P. is partially
  supported by the FWF grant I 3340-N35 (Collaborative DACH project Arrangements and
  Drawings). The research stay of P.P. at IST Austria is funded by the project CZ.02.2.69/0.0/0.0/17_050/0008466
  Improvement of internationalization in the field of research and development at
  Charles University, through the support of quality projects MSCA-IF. This project
  has received funding from the European Union’s Horizon 2020 research and innovation
  programme under the Marie Skłodowska-Curie grant agreement No 734922.
article_number: '56'
article_processing_charge: No
author:
- first_name: Oswin
  full_name: Aichholzer, Oswin
  last_name: Aichholzer
- first_name: Julia
  full_name: Obmann, Julia
  last_name: Obmann
- first_name: Pavel
  full_name: Patak, Pavel
  id: B593B804-1035-11EA-B4F1-947645A5BB83
  last_name: Patak
- first_name: Daniel
  full_name: Perz, Daniel
  last_name: Perz
- first_name: Josef
  full_name: Tkadlec, Josef
  id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87
  last_name: Tkadlec
  orcid: 0000-0002-1097-9684
citation:
  ama: 'Aichholzer O, Obmann J, Patak P, Perz D, Tkadlec J. Disjoint tree-compatible
    plane perfect matchings. In: <i>36th European Workshop on Computational Geometry</i>.
    ; 2020.'
  apa: Aichholzer, O., Obmann, J., Patak, P., Perz, D., &#38; Tkadlec, J. (2020).
    Disjoint tree-compatible plane perfect matchings. In <i>36th European Workshop
    on Computational Geometry</i>. Würzburg, Germany, Virtual.
  chicago: Aichholzer, Oswin, Julia Obmann, Pavel Patak, Daniel Perz, and Josef Tkadlec.
    “Disjoint Tree-Compatible Plane Perfect Matchings.” In <i>36th European Workshop
    on Computational Geometry</i>, 2020.
  ieee: O. Aichholzer, J. Obmann, P. Patak, D. Perz, and J. Tkadlec, “Disjoint tree-compatible
    plane perfect matchings,” in <i>36th European Workshop on Computational Geometry</i>,
    Würzburg, Germany, Virtual, 2020.
  ista: 'Aichholzer O, Obmann J, Patak P, Perz D, Tkadlec J. 2020. Disjoint tree-compatible
    plane perfect matchings. 36th European Workshop on Computational Geometry. EuroCG:
    European Workshop on Computational Geometry, 56.'
  mla: Aichholzer, Oswin, et al. “Disjoint Tree-Compatible Plane Perfect Matchings.”
    <i>36th European Workshop on Computational Geometry</i>, 56, 2020.
  short: O. Aichholzer, J. Obmann, P. Patak, D. Perz, J. Tkadlec, in:, 36th European
    Workshop on Computational Geometry, 2020.
conference:
  end_date: 2020-03-18
  location: Würzburg, Germany, Virtual
  name: 'EuroCG: European Workshop on Computational Geometry'
  start_date: 2020-03-16
corr_author: '1'
date_created: 2024-03-05T08:57:17Z
date_published: 2020-04-01T00:00:00Z
date_updated: 2026-06-18T17:45:52Z
day: '01'
ddc:
- '000'
department:
- _id: KrCh
- _id: UlWa
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www1.pub.informatik.uni-wuerzburg.de/eurocg2020/data/uploads/papers/eurocg20_paper_56.pdf
month: '04'
oa: 1
oa_version: Published Version
publication: 36th European Workshop on Computational Geometry
publication_status: published
quality_controlled: '1'
status: public
title: Disjoint tree-compatible plane perfect matchings
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2020'
...
---
OA_place: publisher
_id: '19986'
abstract:
- lang: eng
  text: 'For non-probabilistic programs, a key question in static analysis is termination,
    which asks whether a given program terminates under a given initial condition.
    In the presence of probabilistic behaviour, there are two fundamental extensions
    of the termination question: (a) the almost-sure termination question, which asks
    whether the termination probability is 1; and (b) the bounded-time termination
    question, which asks whether the expected termination time is bounded. There are
    many active research directions to address these two questions; one important
    such direction is the use of martingale theory for termination analysis. In this
    chapter, we survey the main techniques of the martingale-based approach to the
    termination analysis of probabilistic programs.'
acknowledgement: "Krishnendu Chatterjee is supported by the Austrian Science Fund
  (FWF) NFN\r\nGrant No. S11407-N23 (RiSE/SHiNE), and COST Action GAMENET. Hongfei
  Fu\r\nis supported by the National Natural Science Foundation of China (NSFC) Grant\r\nNo.
  61802254. Petr Novotný is supported by the Czech Science Foundation grant\r\nNo.
  GJ19-15134Y."
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: Hongfei
  full_name: Fu, Hongfei
  id: 3AAD03D6-F248-11E8-B48F-1D18A9856A87
  last_name: Fu
- first_name: Petr
  full_name: Novotný, Petr
  id: 3CC3B868-F248-11E8-B48F-1D18A9856A87
  last_name: Novotný
citation:
  ama: 'Chatterjee K, Fu H, Novotný P. Termination Analysis of Probabilistic Programs
    with Martingales. In: <i>Foundations of Probabilistic Programming</i>. Cambridge
    University Press; 2020:221-258. doi:<a href="https://doi.org/10.1017/9781108770750.008">10.1017/9781108770750.008</a>'
  apa: Chatterjee, K., Fu, H., &#38; Novotný, P. (2020). Termination Analysis of Probabilistic
    Programs with Martingales. In <i>Foundations of Probabilistic Programming</i>
    (pp. 221–258). Cambridge University Press. <a href="https://doi.org/10.1017/9781108770750.008">https://doi.org/10.1017/9781108770750.008</a>
  chicago: Chatterjee, Krishnendu, Hongfei Fu, and Petr Novotný. “Termination Analysis
    of Probabilistic Programs with Martingales.” In <i>Foundations of Probabilistic
    Programming</i>, 221–58. Cambridge University Press, 2020. <a href="https://doi.org/10.1017/9781108770750.008">https://doi.org/10.1017/9781108770750.008</a>.
  ieee: K. Chatterjee, H. Fu, and P. Novotný, “Termination Analysis of Probabilistic
    Programs with Martingales,” in <i>Foundations of Probabilistic Programming</i>,
    Cambridge University Press, 2020, pp. 221–258.
  ista: 'Chatterjee K, Fu H, Novotný P. 2020.Termination Analysis of Probabilistic
    Programs with Martingales. In: Foundations of Probabilistic Programming. , 221–258.'
  mla: Chatterjee, Krishnendu, et al. “Termination Analysis of Probabilistic Programs
    with Martingales.” <i>Foundations of Probabilistic Programming</i>, Cambridge
    University Press, 2020, pp. 221–58, doi:<a href="https://doi.org/10.1017/9781108770750.008">10.1017/9781108770750.008</a>.
  short: K. Chatterjee, H. Fu, P. Novotný, in:, Foundations of Probabilistic Programming,
    Cambridge University Press, 2020, pp. 221–258.
corr_author: '1'
date_created: 2025-07-10T13:28:51Z
date_published: 2020-11-18T00:00:00Z
date_updated: 2025-09-23T12:10:25Z
day: '18'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1017/9781108770750.008
file:
- access_level: open_access
  checksum: 28ece115e8d2d9263e253a598e7caef2
  content_type: application/pdf
  creator: dernst
  date_created: 2025-09-23T12:03:09Z
  date_updated: 2025-09-23T12:03:09Z
  file_id: '20380'
  file_name: 2020_ProbProgramming_Chatterjee.pdf
  file_size: 316681
  relation: main_file
  success: 1
file_date_updated: 2025-09-23T12:03:09Z
has_accepted_license: '1'
language:
- iso: eng
month: '11'
oa: 1
oa_version: Published Version
page: 221-258
project:
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
publication: Foundations of Probabilistic Programming
publication_identifier:
  eisbn:
  - '9781108770750'
  isbn:
  - '9781108488518'
publication_status: published
publisher: Cambridge University Press
quality_controlled: '1'
status: public
title: Termination Analysis of Probabilistic Programs with Martingales
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: book_chapter
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2020'
...
---
_id: '7955'
abstract:
- lang: eng
  text: Simple stochastic games are turn-based 2½-player games with a reachability
    objective. The basic question asks whether one player can ensure reaching a given
    target with at least a given probability. A natural extension is games with a
    conjunction of such conditions as objective. Despite a plethora of recent results
    on the analysis of systems with multiple objectives, the decidability of this
    basic problem remains open. In this paper, we present an algorithm approximating
    the Pareto frontier of the achievable values to a given precision. Moreover, it
    is an anytime algorithm, meaning it can be stopped at any time returning the current
    approximation and its error bound.
acknowledgement: "Pranav Ashok, Jan Křetínský and Maximilian Weininger were funded
  in part by TUM IGSSE Grant 10.06 (PARSEC) and the German Research Foundation (DFG)
  project KR 4890/2-1\r\n“Statistical Unbounded Verification”. Krishnendu Chatterjee
  was supported by the ERC CoG 863818 (ForM-SMArt) and Vienna Science and Technology
  Fund (WWTF) Project ICT15-\r\n003. Tobias Winkler was supported by the RTG 2236
  UnRAVe."
article_processing_charge: No
arxiv: 1
author:
- first_name: Pranav
  full_name: Ashok, Pranav
  last_name: Ashok
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Jan
  full_name: Kretinsky, Jan
  last_name: Kretinsky
- first_name: Maximilian
  full_name: Weininger, Maximilian
  last_name: Weininger
- first_name: Tobias
  full_name: Winkler, Tobias
  last_name: Winkler
citation:
  ama: 'Ashok P, Chatterjee K, Kretinsky J, Weininger M, Winkler T. Approximating
    values of generalized-reachability stochastic games. In: <i>Proceedings of the
    35th Annual ACM/IEEE Symposium on Logic in Computer Science </i>. Association
    for Computing Machinery; 2020:102-115. doi:<a href="https://doi.org/10.1145/3373718.3394761">10.1145/3373718.3394761</a>'
  apa: 'Ashok, P., Chatterjee, K., Kretinsky, J., Weininger, M., &#38; Winkler, T.
    (2020). Approximating values of generalized-reachability stochastic games. In
    <i>Proceedings of the 35th Annual ACM/IEEE Symposium on Logic in Computer Science
    </i> (pp. 102–115). Saarbrücken, Germany: Association for Computing Machinery.
    <a href="https://doi.org/10.1145/3373718.3394761">https://doi.org/10.1145/3373718.3394761</a>'
  chicago: Ashok, Pranav, Krishnendu Chatterjee, Jan Kretinsky, Maximilian Weininger,
    and Tobias Winkler. “Approximating Values of Generalized-Reachability Stochastic
    Games.” In <i>Proceedings of the 35th Annual ACM/IEEE Symposium on Logic in Computer
    Science </i>, 102–15. Association for Computing Machinery, 2020. <a href="https://doi.org/10.1145/3373718.3394761">https://doi.org/10.1145/3373718.3394761</a>.
  ieee: P. Ashok, K. Chatterjee, J. Kretinsky, M. Weininger, and T. Winkler, “Approximating
    values of generalized-reachability stochastic games,” in <i>Proceedings of the
    35th Annual ACM/IEEE Symposium on Logic in Computer Science </i>, Saarbrücken,
    Germany, 2020, pp. 102–115.
  ista: 'Ashok P, Chatterjee K, Kretinsky J, Weininger M, Winkler T. 2020. Approximating
    values of generalized-reachability stochastic games. Proceedings of the 35th Annual
    ACM/IEEE Symposium on Logic in Computer Science . LICS: Logic in Computer Science,
    102–115.'
  mla: Ashok, Pranav, et al. “Approximating Values of Generalized-Reachability Stochastic
    Games.” <i>Proceedings of the 35th Annual ACM/IEEE Symposium on Logic in Computer
    Science </i>, Association for Computing Machinery, 2020, pp. 102–15, doi:<a href="https://doi.org/10.1145/3373718.3394761">10.1145/3373718.3394761</a>.
  short: P. Ashok, K. Chatterjee, J. Kretinsky, M. Weininger, T. Winkler, in:, Proceedings
    of the 35th Annual ACM/IEEE Symposium on Logic in Computer Science , Association
    for Computing Machinery, 2020, pp. 102–115.
conference:
  end_date: 2020-07-11
  location: Saarbrücken, Germany
  name: 'LICS: Logic in Computer Science'
  start_date: 2020-07-08
date_created: 2020-06-14T22:00:48Z
date_published: 2020-07-08T00:00:00Z
date_updated: 2025-07-10T11:54:53Z
day: '08'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1145/3373718.3394761
ec_funded: 1
external_id:
  arxiv:
  - '1908.05106'
  isi:
  - '000665014900010'
file:
- access_level: open_access
  checksum: d0d0288fe991dd16cf5f02598b794240
  content_type: application/pdf
  creator: dernst
  date_created: 2020-11-25T09:38:14Z
  date_updated: 2020-11-25T09:38:14Z
  file_id: '8804'
  file_name: 2020_LICS_Ashok.pdf
  file_size: 1001395
  relation: main_file
  success: 1
file_date_updated: 2020-11-25T09:38:14Z
has_accepted_license: '1'
isi: 1
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: 102-115
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
publication: 'Proceedings of the 35th Annual ACM/IEEE Symposium on Logic in Computer
  Science '
publication_identifier:
  isbn:
  - '9781450371049'
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
scopus_import: '1'
status: public
title: Approximating values of generalized-reachability stochastic games
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2020'
...
---
_id: '8193'
abstract:
- lang: eng
  text: 'Multiple-environment Markov decision processes (MEMDPs) are MDPs equipped
    with not one, but multiple probabilistic transition functions, which represent
    the various possible unknown environments. While the previous research on MEMDPs
    focused on theoretical properties for long-run average payoff, we study them with
    discounted-sum payoff and focus on their practical advantages and applications.
    MEMDPs can be viewed as a special case of Partially observable and Mixed observability
    MDPs: the state of the system is perfectly observable, but not the environment.
    We show that the specific structure of MEMDPs allows for more efficient algorithmic
    analysis, in particular for faster belief updates. We demonstrate the applicability
    of MEMDPs in several domains. In particular, we formalize the sequential decision-making
    approach to contextual recommendation systems as MEMDPs and substantially improve
    over the previous MDP approach.'
acknowledgement: Krishnendu Chatterjee is supported by the Austrian ScienceFund (FWF)
  NFN Grant No. S11407-N23 (RiSE/SHiNE),and COST Action GAMENET. Petr Novotn ́y is
  supported bythe Czech Science Foundation grant No. GJ19-15134Y.
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: Martin
  full_name: Chmelik, Martin
  id: 3624234E-F248-11E8-B48F-1D18A9856A87
  last_name: Chmelik
- first_name: Deep
  full_name: Karkhanis, Deep
  last_name: Karkhanis
- first_name: Petr
  full_name: Novotný, Petr
  id: 3CC3B868-F248-11E8-B48F-1D18A9856A87
  last_name: Novotný
- first_name: Amélie
  full_name: Royer, Amélie
  id: 3811D890-F248-11E8-B48F-1D18A9856A87
  last_name: Royer
  orcid: 0000-0002-8407-0705
citation:
  ama: 'Chatterjee K, Chmelik M, Karkhanis D, Novotný P, Royer A. Multiple-environment
    Markov decision processes: Efficient analysis and applications. In: <i>Proceedings
    of the 30th International Conference on Automated Planning and Scheduling</i>.
    Vol 30. Association for the Advancement of Artificial Intelligence; 2020:48-56.'
  apa: 'Chatterjee, K., Chmelik, M., Karkhanis, D., Novotný, P., &#38; Royer, A. (2020).
    Multiple-environment Markov decision processes: Efficient analysis and applications.
    In <i>Proceedings of the 30th International Conference on Automated Planning and
    Scheduling</i> (Vol. 30, pp. 48–56). Nancy, France: Association for the Advancement
    of Artificial Intelligence.'
  chicago: 'Chatterjee, Krishnendu, Martin Chmelik, Deep Karkhanis, Petr Novotný,
    and Amélie Royer. “Multiple-Environment Markov Decision Processes: Efficient Analysis
    and Applications.” In <i>Proceedings of the 30th International Conference on Automated
    Planning and Scheduling</i>, 30:48–56. Association for the Advancement of Artificial
    Intelligence, 2020.'
  ieee: 'K. Chatterjee, M. Chmelik, D. Karkhanis, P. Novotný, and A. Royer, “Multiple-environment
    Markov decision processes: Efficient analysis and applications,” in <i>Proceedings
    of the 30th International Conference on Automated Planning and Scheduling</i>,
    Nancy, France, 2020, vol. 30, pp. 48–56.'
  ista: 'Chatterjee K, Chmelik M, Karkhanis D, Novotný P, Royer A. 2020. Multiple-environment
    Markov decision processes: Efficient analysis and applications. Proceedings of
    the 30th International Conference on Automated Planning and Scheduling. ICAPS:
    International Conference on Automated Planning and Scheduling vol. 30, 48–56.'
  mla: 'Chatterjee, Krishnendu, et al. “Multiple-Environment Markov Decision Processes:
    Efficient Analysis and Applications.” <i>Proceedings of the 30th International
    Conference on Automated Planning and Scheduling</i>, vol. 30, Association for
    the Advancement of Artificial Intelligence, 2020, pp. 48–56.'
  short: K. Chatterjee, M. Chmelik, D. Karkhanis, P. Novotný, A. Royer, in:, Proceedings
    of the 30th International Conference on Automated Planning and Scheduling, Association
    for the Advancement of Artificial Intelligence, 2020, pp. 48–56.
conference:
  end_date: 2020-10-30
  location: Nancy, France
  name: 'ICAPS: International Conference on Automated Planning and Scheduling'
  start_date: 2020-10-26
date_created: 2020-08-02T22:00:58Z
date_published: 2020-06-01T00:00:00Z
date_updated: 2026-04-08T07:26:44Z
day: '01'
department:
- _id: KrCh
intvolume: '        30'
language:
- iso: eng
month: '06'
oa_version: None
page: 48-56
project:
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
publication: Proceedings of the 30th International Conference on Automated Planning
  and Scheduling
publication_identifier:
  eissn:
  - 2334-0843
  issn:
  - 2334-0835
publication_status: published
publisher: Association for the Advancement of Artificial Intelligence
quality_controlled: '1'
related_material:
  record:
  - id: '8390'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: 'Multiple-environment Markov decision processes: Efficient analysis and applications'
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 30
year: '2020'
...
---
_id: '8272'
abstract:
- lang: eng
  text: We study turn-based stochastic zero-sum games with lexicographic preferences
    over reachability and safety objectives. Stochastic games are standard models
    in control, verification, and synthesis of stochastic reactive systems that exhibit
    both randomness as well as angelic and demonic non-determinism. Lexicographic
    order allows to consider multiple objectives with a strict preference order over
    the satisfaction of the objectives. To the best of our knowledge, stochastic games
    with lexicographic objectives have not been studied before. We establish determinacy
    of such games and present strategy and computational complexity results. For strategy
    complexity, we show that lexicographically optimal strategies exist that are deterministic
    and memory is only required to remember the already satisfied and violated objectives.
    For a constant number of objectives, we show that the relevant decision problem
    is in   NP∩coNP , matching the current known bound for single objectives; and
    in general the decision problem is   PSPACE -hard and can be solved in   NEXPTIME∩coNEXPTIME
    . We present an algorithm that computes the lexicographically optimal strategies
    via a reduction to computation of optimal strategies in a sequence of single-objectives
    games. We have implemented our algorithm and report experimental results on various
    case studies.
alternative_title:
- LNCS
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: Joost P
  full_name: Katoen, Joost P
  id: 4524F760-F248-11E8-B48F-1D18A9856A87
  last_name: Katoen
  orcid: 0000-0002-6143-1926
- first_name: Maximilian
  full_name: Weininger, Maximilian
  last_name: Weininger
- first_name: Tobias
  full_name: Winkler, Tobias
  last_name: Winkler
citation:
  ama: 'Chatterjee K, Katoen JP, Weininger M, Winkler T. Stochastic games with lexicographic
    reachability-safety objectives. In: <i>International Conference on Computer Aided
    Verification</i>. Vol 12225. Springer Nature; 2020:398-420. doi:<a href="https://doi.org/10.1007/978-3-030-53291-8_21">10.1007/978-3-030-53291-8_21</a>'
  apa: Chatterjee, K., Katoen, J. P., Weininger, M., &#38; Winkler, T. (2020). Stochastic
    games with lexicographic reachability-safety objectives. In <i>International Conference
    on Computer Aided Verification</i> (Vol. 12225, pp. 398–420). Springer Nature.
    <a href="https://doi.org/10.1007/978-3-030-53291-8_21">https://doi.org/10.1007/978-3-030-53291-8_21</a>
  chicago: Chatterjee, Krishnendu, Joost P Katoen, Maximilian Weininger, and Tobias
    Winkler. “Stochastic Games with Lexicographic Reachability-Safety Objectives.”
    In <i>International Conference on Computer Aided Verification</i>, 12225:398–420.
    Springer Nature, 2020. <a href="https://doi.org/10.1007/978-3-030-53291-8_21">https://doi.org/10.1007/978-3-030-53291-8_21</a>.
  ieee: K. Chatterjee, J. P. Katoen, M. Weininger, and T. Winkler, “Stochastic games
    with lexicographic reachability-safety objectives,” in <i>International Conference
    on Computer Aided Verification</i>, 2020, vol. 12225, pp. 398–420.
  ista: 'Chatterjee K, Katoen JP, Weininger M, Winkler T. 2020. Stochastic games with
    lexicographic reachability-safety objectives. International Conference on Computer
    Aided Verification. CAV: Computer Aided Verification, LNCS, vol. 12225, 398–420.'
  mla: Chatterjee, Krishnendu, et al. “Stochastic Games with Lexicographic Reachability-Safety
    Objectives.” <i>International Conference on Computer Aided Verification</i>, vol.
    12225, Springer Nature, 2020, pp. 398–420, doi:<a href="https://doi.org/10.1007/978-3-030-53291-8_21">10.1007/978-3-030-53291-8_21</a>.
  short: K. Chatterjee, J.P. Katoen, M. Weininger, T. Winkler, in:, International
    Conference on Computer Aided Verification, Springer Nature, 2020, pp. 398–420.
conference:
  name: 'CAV: Computer Aided Verification'
date_created: 2020-08-16T22:00:58Z
date_published: 2020-07-14T00:00:00Z
date_updated: 2026-04-16T09:31:14Z
day: '14'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.1007/978-3-030-53291-8_21
ec_funded: 1
external_id:
  arxiv:
  - '2005.04018'
  isi:
  - '000695272500021'
file:
- access_level: open_access
  checksum: 093d4788d7d5b2ce0ffe64fbe7820043
  content_type: application/pdf
  creator: dernst
  date_created: 2020-08-17T11:32:44Z
  date_updated: 2020-08-17T11:32:44Z
  file_id: '8276'
  file_name: 2020_LNCS_CAV_Chatterjee.pdf
  file_size: 625056
  relation: main_file
  success: 1
file_date_updated: 2020-08-17T11:32:44Z
has_accepted_license: '1'
intvolume: '     12225'
isi: 1
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: 398-420
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
publication: International Conference on Computer Aided Verification
publication_identifier:
  eissn:
  - 1611-3349
  isbn:
  - '9783030532901'
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  record:
  - id: '12738'
    relation: later_version
    status: public
scopus_import: '1'
status: public
title: Stochastic games with lexicographic reachability-safety objectives
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: ba8df636-2132-11f1-aed0-ed93e2281fdd
volume: 12225
year: '2020'
...
---
_id: '8324'
abstract:
- lang: eng
  text: The notion of program sensitivity (aka Lipschitz continuity) specifies that
    changes in the program input result in proportional changes to the program output.
    For probabilistic programs the notion is naturally extended to expected sensitivity.
    A previous approach develops a relational program logic framework for proving
    expected sensitivity of probabilistic while loops, where the number of iterations
    is fixed and bounded. In this work, we consider probabilistic while loops where
    the number of iterations is not fixed, but randomized and depends on the initial
    input values. We present a sound approach for proving expected sensitivity of
    such programs. Our sound approach is martingale-based and can be automated through
    existing martingale-synthesis algorithms. Furthermore, our approach is compositional
    for sequential composition of while loops under a mild side condition. We demonstrate
    the effectiveness of our approach on several classical examples from Gambler's
    Ruin, stochastic hybrid systems and stochastic gradient descent. We also present
    experimental results showing that our automated approach can handle various probabilistic
    programs in the literature.
acknowledgement: We thank anonymous reviewers for helpful comments, especially for
  pointing to us a scenario of piecewise-linear approximation (Remark5). The research
  was partially supported by the National Natural Science Foundation of China (NSFC)
  under Grant No. 61802254, 61672229, 61832015,61772336,11871221 and Austrian Science
  Fund (FWF) NFN under Grant No. S11407-N23 (RiSE/SHiNE). We thank Prof. Yuxi Fu,
  director of the BASICS Lab at Shanghai Jiao Tong University, for his support.
article_number: '25'
article_processing_charge: No
arxiv: 1
author:
- first_name: Peixin
  full_name: Wang, Peixin
  last_name: Wang
- first_name: Hongfei
  full_name: Fu, Hongfei
  last_name: Fu
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
- first_name: Yuxin
  full_name: Deng, Yuxin
  last_name: Deng
- first_name: Ming
  full_name: Xu, Ming
  last_name: Xu
citation:
  ama: 'Wang P, Fu H, Chatterjee K, Deng Y, Xu M. Proving expected sensitivity of
    probabilistic programs with randomized variable-dependent termination time. In:
    <i>Proceedings of the ACM on Programming Languages</i>. Vol 4. ACM; 2020. doi:<a
    href="https://doi.org/10.1145/3371093">10.1145/3371093</a>'
  apa: Wang, P., Fu, H., Chatterjee, K., Deng, Y., &#38; Xu, M. (2020). Proving expected
    sensitivity of probabilistic programs with randomized variable-dependent termination
    time. In <i>Proceedings of the ACM on Programming Languages</i> (Vol. 4). ACM.
    <a href="https://doi.org/10.1145/3371093">https://doi.org/10.1145/3371093</a>
  chicago: Wang, Peixin, Hongfei Fu, Krishnendu Chatterjee, Yuxin Deng, and Ming Xu.
    “Proving Expected Sensitivity of Probabilistic Programs with Randomized Variable-Dependent
    Termination Time.” In <i>Proceedings of the ACM on Programming Languages</i>,
    Vol. 4. ACM, 2020. <a href="https://doi.org/10.1145/3371093">https://doi.org/10.1145/3371093</a>.
  ieee: P. Wang, H. Fu, K. Chatterjee, Y. Deng, and M. Xu, “Proving expected sensitivity
    of probabilistic programs with randomized variable-dependent termination time,”
    in <i>Proceedings of the ACM on Programming Languages</i>, 2020, vol. 4, no. POPL.
  ista: Wang P, Fu H, Chatterjee K, Deng Y, Xu M. 2020. Proving expected sensitivity
    of probabilistic programs with randomized variable-dependent termination time.
    Proceedings of the ACM on Programming Languages. vol. 4, 25.
  mla: Wang, Peixin, et al. “Proving Expected Sensitivity of Probabilistic Programs
    with Randomized Variable-Dependent Termination Time.” <i>Proceedings of the ACM
    on Programming Languages</i>, vol. 4, no. POPL, 25, ACM, 2020, doi:<a href="https://doi.org/10.1145/3371093">10.1145/3371093</a>.
  short: P. Wang, H. Fu, K. Chatterjee, Y. Deng, M. Xu, in:, Proceedings of the ACM
    on Programming Languages, ACM, 2020.
date_created: 2020-08-30T22:01:12Z
date_published: 2020-01-01T00:00:00Z
date_updated: 2025-04-15T06:30:10Z
day: '01'
ddc:
- '004'
department:
- _id: KrCh
doi: 10.1145/3371093
external_id:
  arxiv:
  - '1902.04744'
file:
- access_level: open_access
  checksum: c6193d109ff4ecb17e7a6513d8eb34c0
  content_type: application/pdf
  creator: cziletti
  date_created: 2020-09-01T11:12:58Z
  date_updated: 2020-09-01T11:12:58Z
  file_id: '8328'
  file_name: 2019_ACM_POPL_Wang.pdf
  file_size: 564151
  relation: main_file
  success: 1
file_date_updated: 2020-09-01T11:12:58Z
has_accepted_license: '1'
intvolume: '         4'
issue: POPL
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
project:
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
publication: Proceedings of the ACM on Programming Languages
publication_identifier:
  eissn:
  - 2475-1421
publication_status: published
publisher: ACM
quality_controlled: '1'
related_material:
  link:
  - relation: software
    url: https://doi.org/10.5281/zenodo.3533633
scopus_import: '1'
status: public
title: Proving expected sensitivity of probabilistic programs with randomized variable-dependent
  termination time
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 4
year: '2020'
...
---
_id: '8533'
abstract:
- lang: eng
  text: Game of Life is a simple and elegant model to study dynamical system over
    networks. The model consists of a graph where every vertex has one of two types,
    namely, dead or alive. A configuration is a mapping of the vertices to the types.
    An update rule describes how the type of a vertex is updated given the types of
    its neighbors. In every round, all vertices are updated synchronously, which leads
    to a configuration update. While in general, Game of Life allows a broad range
    of update rules, we focus on two simple families of update rules, namely, underpopulation
    and overpopulation, that model several interesting dynamics studied in the literature.
    In both settings, a dead vertex requires at least a desired number of live neighbors
    to become alive. For underpopulation (resp., overpopulation), a live vertex requires
    at least (resp. at most) a desired number of live neighbors to remain alive. We
    study the basic computation problems, e.g., configuration reachability, for these
    two families of rules. For underpopulation rules, we show that these problems
    can be solved in polynomial time, whereas for overpopulation rules they are PSPACE-complete.
acknowledgement: "Krishnendu Chatterjee: The research was partially supported by the
  Vienna Science and\r\nTechnology Fund (WWTF) Project ICT15-003.\r\nIsmaël Jecker:
  This project has received funding from the European Union’s Horizon 2020 research\r\nand
  innovation programme under the Marie Skłodowska-Curie Grant Agreement No. 754411."
alternative_title:
- LIPIcs
article_number: 22:1-22:13
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: Rasmus
  full_name: Ibsen-Jensen, Rasmus
  id: 3B699956-F248-11E8-B48F-1D18A9856A87
  last_name: Ibsen-Jensen
  orcid: 0000-0003-4783-0389
- first_name: Ismael R
  full_name: Jecker, Ismael R
  id: 85D7C63E-7D5D-11E9-9C0F-98C4E5697425
  last_name: Jecker
- first_name: Jakub
  full_name: Svoboda, Jakub
  id: 130759D2-D7DD-11E9-87D2-DE0DE6697425
  last_name: Svoboda
  orcid: 0000-0002-1419-3267
citation:
  ama: 'Chatterjee K, Ibsen-Jensen R, Jecker IR, Svoboda J. Simplified game of life:
    Algorithms and complexity. In: <i>45th International Symposium on Mathematical
    Foundations of Computer Science</i>. Vol 170. Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik; 2020. doi:<a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.22">10.4230/LIPIcs.MFCS.2020.22</a>'
  apa: 'Chatterjee, K., Ibsen-Jensen, R., Jecker, I. R., &#38; Svoboda, J. (2020).
    Simplified game of life: Algorithms and complexity. In <i>45th International Symposium
    on Mathematical Foundations of Computer Science</i> (Vol. 170). Prague, Czech
    Republic: Schloss Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.22">https://doi.org/10.4230/LIPIcs.MFCS.2020.22</a>'
  chicago: 'Chatterjee, Krishnendu, Rasmus Ibsen-Jensen, Ismael R Jecker, and Jakub
    Svoboda. “Simplified Game of Life: Algorithms and Complexity.” In <i>45th International
    Symposium on Mathematical Foundations of Computer Science</i>, Vol. 170. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2020. <a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.22">https://doi.org/10.4230/LIPIcs.MFCS.2020.22</a>.'
  ieee: 'K. Chatterjee, R. Ibsen-Jensen, I. R. Jecker, and J. Svoboda, “Simplified
    game of life: Algorithms and complexity,” in <i>45th International Symposium on
    Mathematical Foundations of Computer Science</i>, Prague, Czech Republic, 2020,
    vol. 170.'
  ista: 'Chatterjee K, Ibsen-Jensen R, Jecker IR, Svoboda J. 2020. Simplified game
    of life: Algorithms and complexity. 45th International Symposium on Mathematical
    Foundations of Computer Science. MFCS: Mathematical Foundations of Computer Science,
    LIPIcs, vol. 170, 22:1-22:13.'
  mla: 'Chatterjee, Krishnendu, et al. “Simplified Game of Life: Algorithms and Complexity.”
    <i>45th International Symposium on Mathematical Foundations of Computer Science</i>,
    vol. 170, 22:1-22:13, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020,
    doi:<a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.22">10.4230/LIPIcs.MFCS.2020.22</a>.'
  short: K. Chatterjee, R. Ibsen-Jensen, I.R. Jecker, J. Svoboda, in:, 45th International
    Symposium on Mathematical Foundations of Computer Science, Schloss Dagstuhl -
    Leibniz-Zentrum für Informatik, 2020.
conference:
  end_date: 2020-08-28
  location: Prague, Czech Republic
  name: 'MFCS: Mathematical Foundations of Computer Science'
  start_date: 2020-08-24
date_created: 2020-09-20T22:01:36Z
date_published: 2020-08-18T00:00:00Z
date_updated: 2025-07-10T11:57:06Z
day: '18'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.MFCS.2020.22
ec_funded: 1
external_id:
  arxiv:
  - '2007.02894'
file:
- access_level: open_access
  checksum: bbd7c4f55d45f2ff2a0a4ef0e10a77b1
  content_type: application/pdf
  creator: dernst
  date_created: 2020-09-21T13:57:34Z
  date_updated: 2020-09-21T13:57:34Z
  file_id: '8550'
  file_name: 2020_LIPIcs_Chatterjee.pdf
  file_size: 491374
  relation: main_file
  success: 1
file_date_updated: 2020-09-21T13:57:34Z
has_accepted_license: '1'
intvolume: '       170'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: 25892FC0-B435-11E9-9278-68D0E5697425
  grant_number: ICT15-003
  name: Efficient Algorithms for Computer Aided Verification
- _id: 260C2330-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '754411'
  name: ISTplus - Postdoctoral Fellowships
publication: 45th International Symposium on Mathematical Foundations of Computer
  Science
publication_identifier:
  isbn:
  - '9783959771597'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Simplified game of life: Algorithms and complexity'
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/3.0/legalcode
  name: Creative Commons Attribution 3.0 Unported (CC BY 3.0)
  short: CC BY (3.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 170
year: '2020'
...
---
_id: '8534'
abstract:
- lang: eng
  text: A regular language L of finite words is composite if there are regular languages
    L₁,L₂,…,L_t such that L = ⋂_{i = 1}^t L_i and the index (number of states in a
    minimal DFA) of every language L_i is strictly smaller than the index of L. Otherwise,
    L is prime. Primality of regular languages was introduced and studied in [O. Kupferman
    and J. Mosheiff, 2015], where the complexity of deciding the primality of the
    language of a given DFA was left open, with a doubly-exponential gap between the
    upper and lower bounds. We study primality for unary regular languages, namely
    regular languages with a singleton alphabet. A unary language corresponds to a
    subset of ℕ, making the study of unary prime languages closer to that of primality
    in number theory. We show that the setting of languages is richer. In particular,
    while every composite number is the product of two smaller numbers, the number
    t of languages necessary to decompose a composite unary language induces a strict
    hierarchy. In addition, a primality witness for a unary language L, namely a word
    that is not in L but is in all products of languages that contain L and have an
    index smaller than L’s, may be of exponential length. Still, we are able to characterize
    compositionality by structural properties of a DFA for L, leading to a LogSpace
    algorithm for primality checking of unary DFAs.
acknowledgement: "Ismaël Jecker: This project has received funding from the European
  Union’s Horizon\r\n2020 research and innovation programme under the Marie Skłodowska-Curie
  Grant Agreement No.\r\n754411. Nicolas Mazzocchi: PhD fellowship FRIA from the F.R.S.-FNRS."
alternative_title:
- LIPIcs
article_number: 51:1-51:12
article_processing_charge: No
author:
- first_name: Ismael R
  full_name: Jecker, Ismael R
  id: 85D7C63E-7D5D-11E9-9C0F-98C4E5697425
  last_name: Jecker
- first_name: Orna
  full_name: Kupferman, Orna
  last_name: Kupferman
- first_name: Nicolas
  full_name: Mazzocchi, Nicolas
  last_name: Mazzocchi
citation:
  ama: 'Jecker IR, Kupferman O, Mazzocchi N. Unary prime languages. In: <i>45th International
    Symposium on Mathematical Foundations of Computer Science</i>. Vol 170. Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik; 2020. doi:<a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.51">10.4230/LIPIcs.MFCS.2020.51</a>'
  apa: 'Jecker, I. R., Kupferman, O., &#38; Mazzocchi, N. (2020). Unary prime languages.
    In <i>45th International Symposium on Mathematical Foundations of Computer Science</i>
    (Vol. 170). Prague, Czech Republic: Schloss Dagstuhl - Leibniz-Zentrum für Informatik.
    <a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.51">https://doi.org/10.4230/LIPIcs.MFCS.2020.51</a>'
  chicago: Jecker, Ismael R, Orna Kupferman, and Nicolas Mazzocchi. “Unary Prime Languages.”
    In <i>45th International Symposium on Mathematical Foundations of Computer Science</i>,
    Vol. 170. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020. <a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.51">https://doi.org/10.4230/LIPIcs.MFCS.2020.51</a>.
  ieee: I. R. Jecker, O. Kupferman, and N. Mazzocchi, “Unary prime languages,” in
    <i>45th International Symposium on Mathematical Foundations of Computer Science</i>,
    Prague, Czech Republic, 2020, vol. 170.
  ista: 'Jecker IR, Kupferman O, Mazzocchi N. 2020. Unary prime languages. 45th International
    Symposium on Mathematical Foundations of Computer Science. MFCS: Mathematical
    Foundations of Computer Science, LIPIcs, vol. 170, 51:1-51:12.'
  mla: Jecker, Ismael R., et al. “Unary Prime Languages.” <i>45th International Symposium
    on Mathematical Foundations of Computer Science</i>, vol. 170, 51:1-51:12, Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik, 2020, doi:<a href="https://doi.org/10.4230/LIPIcs.MFCS.2020.51">10.4230/LIPIcs.MFCS.2020.51</a>.
  short: I.R. Jecker, O. Kupferman, N. Mazzocchi, in:, 45th International Symposium
    on Mathematical Foundations of Computer Science, Schloss Dagstuhl - Leibniz-Zentrum
    für Informatik, 2020.
conference:
  end_date: 2020-08-28
  location: Prague, Czech Republic
  name: 'MFCS: Mathematical Foundations of Computer Science'
  start_date: 2020-08-24
corr_author: '1'
date_created: 2020-09-20T22:01:36Z
date_published: 2020-08-18T00:00:00Z
date_updated: 2025-07-10T11:57:07Z
day: '18'
ddc:
- '000'
department:
- _id: KrCh
doi: 10.4230/LIPIcs.MFCS.2020.51
ec_funded: 1
file:
- access_level: open_access
  checksum: 2dc9e2fad6becd4563aef3e27a473f70
  content_type: application/pdf
  creator: dernst
  date_created: 2020-09-21T14:17:08Z
  date_updated: 2020-09-21T14:17:08Z
  file_id: '8552'
  file_name: 2020_LIPIcsMFCS_Jecker.pdf
  file_size: 597977
  relation: main_file
  success: 1
file_date_updated: 2020-09-21T14:17:08Z
has_accepted_license: '1'
intvolume: '       170'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: 260C2330-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '754411'
  name: ISTplus - Postdoctoral Fellowships
publication: 45th International Symposium on Mathematical Foundations of Computer
  Science
publication_identifier:
  isbn:
  - '9783959771597'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: Unary prime languages
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/3.0/legalcode
  name: Creative Commons Attribution 3.0 Unported (CC BY 3.0)
  short: CC BY (3.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 170
year: '2020'
...
---
_id: '8600'
abstract:
- lang: eng
  text: 'A vector addition system with states (VASS) consists of a finite set of states
    and counters. A transition changes the current state to the next state, and every
    counter is either incremented, or decremented, or left unchanged. A state and
    value for each counter is a configuration; and a computation is an infinite sequence
    of configurations with transitions between successive configurations. A probabilistic
    VASS consists of a VASS along with a probability distribution over the transitions
    for each state. Qualitative properties such as state and configuration reachability
    have been widely studied for VASS. In this work we consider multi-dimensional
    long-run average objectives for VASS and probabilistic VASS. For a counter, the
    cost of a configuration is the value of the counter; and the long-run average
    value of a computation for the counter is the long-run average of the costs of
    the configurations in the computation. The multi-dimensional long-run average
    problem given a VASS and a threshold value for each counter, asks whether there
    is a computation such that for each counter the long-run average value for the
    counter does not exceed the respective threshold. For probabilistic VASS, instead
    of the existence of a computation, we consider whether the expected long-run average
    value for each counter does not exceed the respective threshold. Our main results
    are as follows: we show that the multi-dimensional long-run average problem (a)
    is NP-complete for integer-valued VASS; (b) is undecidable for natural-valued
    VASS (i.e., nonnegative counters); and (c) can be solved in polynomial time for
    probabilistic integer-valued VASS, and probabilistic natural-valued VASS when
    all computations are non-terminating.'
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: Thomas A
  full_name: Henzinger, Thomas A
  id: 40876CD8-F248-11E8-B48F-1D18A9856A87
  last_name: Henzinger
  orcid: 0000-0002-2985-7724
- first_name: Jan
  full_name: Otop, Jan
  id: 2FC5DA74-F248-11E8-B48F-1D18A9856A87
  last_name: Otop
citation:
  ama: 'Chatterjee K, Henzinger TA, Otop J. Multi-dimensional long-run average problems
    for vector addition systems with states. In: <i>31st International Conference
    on Concurrency Theory</i>. Vol 171. Schloss Dagstuhl - Leibniz-Zentrum für Informatik;
    2020. doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2020.23">10.4230/LIPIcs.CONCUR.2020.23</a>'
  apa: 'Chatterjee, K., Henzinger, T. A., &#38; Otop, J. (2020). Multi-dimensional
    long-run average problems for vector addition systems with states. In <i>31st
    International Conference on Concurrency Theory</i> (Vol. 171). Virtual: Schloss
    Dagstuhl - Leibniz-Zentrum für Informatik. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2020.23">https://doi.org/10.4230/LIPIcs.CONCUR.2020.23</a>'
  chicago: Chatterjee, Krishnendu, Thomas A Henzinger, and Jan Otop. “Multi-Dimensional
    Long-Run Average Problems for Vector Addition Systems with States.” In <i>31st
    International Conference on Concurrency Theory</i>, Vol. 171. Schloss Dagstuhl
    - Leibniz-Zentrum für Informatik, 2020. <a href="https://doi.org/10.4230/LIPIcs.CONCUR.2020.23">https://doi.org/10.4230/LIPIcs.CONCUR.2020.23</a>.
  ieee: K. Chatterjee, T. A. Henzinger, and J. Otop, “Multi-dimensional long-run average
    problems for vector addition systems with states,” in <i>31st International Conference
    on Concurrency Theory</i>, Virtual, 2020, vol. 171.
  ista: 'Chatterjee K, Henzinger TA, Otop J. 2020. Multi-dimensional long-run average
    problems for vector addition systems with states. 31st International Conference
    on Concurrency Theory. CONCUR: Conference on Concurrency Theory, LIPIcs, vol.
    171, 23.'
  mla: Chatterjee, Krishnendu, et al. “Multi-Dimensional Long-Run Average Problems
    for Vector Addition Systems with States.” <i>31st International Conference on
    Concurrency Theory</i>, vol. 171, 23, Schloss Dagstuhl - Leibniz-Zentrum für Informatik,
    2020, doi:<a href="https://doi.org/10.4230/LIPIcs.CONCUR.2020.23">10.4230/LIPIcs.CONCUR.2020.23</a>.
  short: K. Chatterjee, T.A. Henzinger, J. Otop, in:, 31st International Conference
    on Concurrency Theory, Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2020.
conference:
  end_date: 2020-09-04
  location: Virtual
  name: 'CONCUR: Conference on Concurrency Theory'
  start_date: 2020-09-01
corr_author: '1'
date_created: 2020-10-04T22:01:36Z
date_published: 2020-08-06T00:00:00Z
date_updated: 2025-07-10T11:57:10Z
day: '06'
ddc:
- '000'
department:
- _id: KrCh
- _id: ToHe
doi: 10.4230/LIPIcs.CONCUR.2020.23
external_id:
  arxiv:
  - '2007.08917'
file:
- access_level: open_access
  checksum: 5039752f644c4b72b9361d21a5e31baf
  content_type: application/pdf
  creator: dernst
  date_created: 2020-10-05T14:04:25Z
  date_updated: 2020-10-05T14:04:25Z
  file_id: '8610'
  file_name: 2020_LIPIcsCONCUR_Chatterjee.pdf
  file_size: 601231
  relation: main_file
  success: 1
file_date_updated: 2020-10-05T14:04:25Z
has_accepted_license: '1'
intvolume: '       171'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: 25832EC2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S 11407_N23
  name: Rigorous Systems Engineering
- _id: 25F2ACDE-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11402-N23
  name: Rigorous Systems Engineering
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
publication: 31st International Conference on Concurrency Theory
publication_identifier:
  isbn:
  - '9783959771603'
  issn:
  - 1868-8969
publication_status: published
publisher: Schloss Dagstuhl - Leibniz-Zentrum für Informatik
quality_controlled: '1'
scopus_import: '1'
status: public
title: Multi-dimensional long-run average problems for vector addition systems with
  states
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/3.0/legalcode
  name: Creative Commons Attribution 3.0 Unported (CC BY 3.0)
  short: CC BY (3.0)
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 171
year: '2020'
...
