---
_id: '65061'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n                  <jats:p>\r\n                    One
    of the purposes for which XAI is often brought into play is to enable a user to
    act responsibly. However, responsibility is a complex normative and social phenomenon
    that we unfold in this chapter. We consider that the classical concepts of agency
    and responsibility do not fully capture what is needed for meaningful collaboration
    between human users and XAI. Advocating the perspective of sXAI, we argue that
    the growing adaptivity of AI systems will result in sXAI being considered as partners.
    Both partners adopt particular (dialogical) roles within a collaborative process
    and take responsibility for them. We expect that these roles lead to reactive
    attitudes toward the sXAI on the side of the human partners that make these roles
    relational. They resemble those reactive attitudes that we hold toward other human
    agents. For agents to exercise their responsibility, they need to possess agential
    capacities to fulfill their role with respect to the structure of a social interaction.
    Hence, sXAI can be expected to act responsibly. But because of XAI’s limited normative
    capacities, it might rather act as a marginal agent. We refer to marginal agents
    and show they can be scaffolded with regard to their agential capacities and their
    knowledge about the structure of a social interaction. The structure links the
    actions of the partners to each other in terms of a set of stimuli and responses
    to it in pursuit of a particular goal. Hence, it is important to differentiate
    between the different goals that a structure can impose for exercising responsibility.
    Therefore, we follow (Responsibility from the margins. Oxford University Press;
    2015.\r\n                    <jats:ext-link xmlns:xlink=\"http://www.w3.org/1999/xlink\"
    xlink:href=\"https://doi.org/10.1093/acprof:oso/9780198715672.24001.0001\" ext-link-type=\"uri\">https://doi.org/10.1093/acprof:oso/9780198715672.24001.0001</jats:ext-link>\r\n
    \                   ) and offer three structures that can help to organize responsibility
    for\r\n                    <jats:italic>decisions made</jats:italic>\r\n                    with
    the assistance of AI systems. These structures are attributability, answerability,
    and accountability. Our insights will inform the development and design process
    of XAI to meet the guiding principles of responsible research and innovation as
    well as trustworthy AI.\r\n                  </jats:p>"
author:
- first_name: Katharina J.
  full_name: Rohlfing, Katharina J.
  id: '50352'
  last_name: Rohlfing
  orcid: 0000-0002-5676-8233
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
citation:
  ama: 'Rohlfing KJ, Alpsancar S, Schulte C. Responsibilities in sXAI. In: <i>Social
    Explainable AI</i>. Springer Nature Singapore; 2026:157-177. doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_9">10.1007/978-981-96-5290-7_9</a>'
  apa: Rohlfing, K. J., Alpsancar, S., &#38; Schulte, C. (2026). Responsibilities
    in sXAI. In <i>Social Explainable AI</i> (pp. 157–177). Springer Nature Singapore.
    <a href="https://doi.org/10.1007/978-981-96-5290-7_9">https://doi.org/10.1007/978-981-96-5290-7_9</a>
  bibtex: '@inbook{Rohlfing_Alpsancar_Schulte_2026, place={Singapore}, title={Responsibilities
    in sXAI}, DOI={<a href="https://doi.org/10.1007/978-981-96-5290-7_9">10.1007/978-981-96-5290-7_9</a>},
    booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Rohlfing,
    Katharina J. and Alpsancar, Suzana and Schulte, Carsten}, year={2026}, pages={157–177}
    }'
  chicago: 'Rohlfing, Katharina J., Suzana Alpsancar, and Carsten Schulte. “Responsibilities
    in SXAI.” In <i>Social Explainable AI</i>, 157–77. Singapore: Springer Nature
    Singapore, 2026. <a href="https://doi.org/10.1007/978-981-96-5290-7_9">https://doi.org/10.1007/978-981-96-5290-7_9</a>.'
  ieee: 'K. J. Rohlfing, S. Alpsancar, and C. Schulte, “Responsibilities in sXAI,”
    in <i>Social Explainable AI</i>, Singapore: Springer Nature Singapore, 2026, pp.
    157–177.'
  mla: Rohlfing, Katharina J., et al. “Responsibilities in SXAI.” <i>Social Explainable
    AI</i>, Springer Nature Singapore, 2026, pp. 157–77, doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_9">10.1007/978-981-96-5290-7_9</a>.
  short: 'K.J. Rohlfing, S. Alpsancar, C. Schulte, in: Social Explainable AI, Springer
    Nature Singapore, Singapore, 2026, pp. 157–177.'
date_created: 2026-03-19T10:59:18Z
date_updated: 2026-03-19T11:53:01Z
department:
- _id: '26'
- _id: '756'
doi: 10.1007/978-981-96-5290-7_9
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/978-981-96-5290-7_9
oa: '1'
page: 157-177
place: Singapore
project:
- _id: '109'
  name: 'TRR 318: Erklärbarkeit konstruieren'
- _id: '370'
  name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI'
publication: Social Explainable AI
publication_identifier:
  isbn:
  - '9789819652891'
  - '9789819652907'
publication_status: published
publisher: Springer Nature Singapore
status: public
title: Responsibilities in sXAI
type: book_chapter
user_id: '93637'
year: '2026'
...
---
_id: '65063'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n                  <jats:p>\r\n                    This
    chapter critically examines how social explainable AI (sXAI) can better support
    AI practitioners in ensuring fairness in AI-based decision-making. We argue for
    a fundamental shift: Fairness should be understood not as a technical property
    or an information problem, but as a matter of vulnerability—focusing on the real-world
    impacts of AI on individuals and groups, especially those most at risk. Hereby,
    we call for a shift in perspective: from fair AI to\r\n                    <jats:italic>tasking
    AI fairly</jats:italic>\r\n                    . To motivate our vulnerability
    approach, we review the “Dutch welfare fraud scandal” (system risk indication—SyRI)
    and current challenges in the field of fair AI/machine learning (ML). Vulnerability
    of a person or members of a definable group of persons is a complex relational
    notion, and not a technical property of a technical system. Accordingly, we suggest
    several nontechnical strategies that hold the promise to compensate for the insufficiency
    of purely technical approaches to fairness and other ethical issues in the practical
    use of AI-based systems. To discuss how sXAI, due to its interactive and adaptive
    social character, might better fulfill this role than current XAI techniques,
    we provide a toy scenario for how sXAI might support the virtuous AI practitioner
    in an ethical inquiry. Finally, we also address challenges and limits of our approach.\r\n
    \                 </jats:p>"
author:
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Eugenia
  full_name: Stamboliev, Eugenia
  last_name: Stamboliev
citation:
  ama: 'Alpsancar S, Stamboliev E. Tasking AI Fairly. How to Empower AI Practitioners
    With sXAI? In: <i>Social Explainable AI</i>. Springer Nature Singapore; 2026:557-581.
    doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_29">10.1007/978-981-96-5290-7_29</a>'
  apa: Alpsancar, S., &#38; Stamboliev, E. (2026). Tasking AI Fairly. How to Empower
    AI Practitioners With sXAI? In <i>Social Explainable AI</i> (pp. 557–581). Springer
    Nature Singapore. <a href="https://doi.org/10.1007/978-981-96-5290-7_29">https://doi.org/10.1007/978-981-96-5290-7_29</a>
  bibtex: '@inbook{Alpsancar_Stamboliev_2026, place={Singapore}, title={Tasking AI
    Fairly. How to Empower AI Practitioners With sXAI?}, DOI={<a href="https://doi.org/10.1007/978-981-96-5290-7_29">10.1007/978-981-96-5290-7_29</a>},
    booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Alpsancar,
    Suzana and Stamboliev, Eugenia}, year={2026}, pages={557–581} }'
  chicago: 'Alpsancar, Suzana, and Eugenia Stamboliev. “Tasking AI Fairly. How to
    Empower AI Practitioners With SXAI?” In <i>Social Explainable AI</i>, 557–81.
    Singapore: Springer Nature Singapore, 2026. <a href="https://doi.org/10.1007/978-981-96-5290-7_29">https://doi.org/10.1007/978-981-96-5290-7_29</a>.'
  ieee: 'S. Alpsancar and E. Stamboliev, “Tasking AI Fairly. How to Empower AI Practitioners
    With sXAI?,” in <i>Social Explainable AI</i>, Singapore: Springer Nature Singapore,
    2026, pp. 557–581.'
  mla: Alpsancar, Suzana, and Eugenia Stamboliev. “Tasking AI Fairly. How to Empower
    AI Practitioners With SXAI?” <i>Social Explainable AI</i>, Springer Nature Singapore,
    2026, pp. 557–81, doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_29">10.1007/978-981-96-5290-7_29</a>.
  short: 'S. Alpsancar, E. Stamboliev, in: Social Explainable AI, Springer Nature
    Singapore, Singapore, 2026, pp. 557–581.'
date_created: 2026-03-19T11:03:30Z
date_updated: 2026-03-19T11:53:42Z
department:
- _id: '26'
- _id: '756'
doi: 10.1007/978-981-96-5290-7_29
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/978-981-96-5290-7_29
oa: '1'
page: 557-581
place: Singapore
project:
- _id: '370'
  name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI'
publication: Social Explainable AI
publication_identifier:
  isbn:
  - '9789819652891'
  - '9789819652907'
publication_status: published
publisher: Springer Nature Singapore
status: public
title: Tasking AI Fairly. How to Empower AI Practitioners With sXAI?
type: book_chapter
user_id: '93637'
year: '2026'
...
---
_id: '65064'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n                  <jats:p>XAI can minimize
    the risks of being manipulated and deceived by AI but in turn entails other specific
    risks. This also applies to sXAI, and the specifically social character of sXAI
    harbors particular risks that designers and developers should be aware of. In
    this chapter, we shall discuss the potential opportunities and risks of sXAI.
    We see a particularly positive potential in the social character of sXAI, which
    lies in the fact that skillful users, including those with “healthy distrust,”
    can use the adaptivity of sXAI to produce an explanation that is actually relevant
    and adequate for them. However, this requires a high level of skills on the part
    of the user and is thus in contrast to the general promise of efficiency in the
    use of AI. A potential risk of XAI is that it can be (even more) persuasive, as
    the interactive involvement and the anthropomorphism strengthen a trustworthy
    appearance/performance (independent of the adequacy of the sXAI performance).</jats:p>"
author:
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Michael
  full_name: Klenk, Michael
  last_name: Klenk
citation:
  ama: 'Alpsancar S, Klenk M. The Risk of Manipulation and Deception in sXAI. In:
    <i>Social Explainable AI</i>. Springer Nature Singapore; 2026:583-616. doi:<a
    href="https://doi.org/10.1007/978-981-96-5290-7_30">10.1007/978-981-96-5290-7_30</a>'
  apa: Alpsancar, S., &#38; Klenk, M. (2026). The Risk of Manipulation and Deception
    in sXAI. In <i>Social Explainable AI</i> (pp. 583–616). Springer Nature Singapore.
    <a href="https://doi.org/10.1007/978-981-96-5290-7_30">https://doi.org/10.1007/978-981-96-5290-7_30</a>
  bibtex: '@inbook{Alpsancar_Klenk_2026, place={Singapore}, title={The Risk of Manipulation
    and Deception in sXAI}, DOI={<a href="https://doi.org/10.1007/978-981-96-5290-7_30">10.1007/978-981-96-5290-7_30</a>},
    booktitle={Social Explainable AI}, publisher={Springer Nature Singapore}, author={Alpsancar,
    Suzana and Klenk, Michael}, year={2026}, pages={583–616} }'
  chicago: 'Alpsancar, Suzana, and Michael Klenk. “The Risk of Manipulation and Deception
    in SXAI.” In <i>Social Explainable AI</i>, 583–616. Singapore: Springer Nature
    Singapore, 2026. <a href="https://doi.org/10.1007/978-981-96-5290-7_30">https://doi.org/10.1007/978-981-96-5290-7_30</a>.'
  ieee: 'S. Alpsancar and M. Klenk, “The Risk of Manipulation and Deception in sXAI,”
    in <i>Social Explainable AI</i>, Singapore: Springer Nature Singapore, 2026, pp.
    583–616.'
  mla: Alpsancar, Suzana, and Michael Klenk. “The Risk of Manipulation and Deception
    in SXAI.” <i>Social Explainable AI</i>, Springer Nature Singapore, 2026, pp. 583–616,
    doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_30">10.1007/978-981-96-5290-7_30</a>.
  short: 'S. Alpsancar, M. Klenk, in: Social Explainable AI, Springer Nature Singapore,
    Singapore, 2026, pp. 583–616.'
date_created: 2026-03-19T11:05:30Z
date_updated: 2026-03-19T11:52:00Z
department:
- _id: '26'
- _id: '756'
doi: 10.1007/978-981-96-5290-7_30
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: ' https://doi.org/10.1007/978-981-96-5290-7_30'
oa: '1'
page: 583-616
place: Singapore
project:
- _id: '109'
  name: 'TRR 318: Erklärbarkeit konstruieren'
- _id: '370'
  name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI'
publication: Social Explainable AI
publication_identifier:
  isbn:
  - '9789819652891'
  - '9789819652907'
publication_status: published
publisher: Springer Nature Singapore
status: public
title: The Risk of Manipulation and Deception in sXAI
type: book_chapter
user_id: '93637'
year: '2026'
...
---
_id: '62709'
author:
- first_name: Wessel
  full_name: Reijers, Wessel
  id: '102524'
  last_name: Reijers
  orcid: 0000-0003-2505-1587
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
citation:
  ama: 'Reijers W, Alpsancar S. Values and Norms in sXAI. In: Rohlfing K, Främling
    K, Lim B, Alpsancar S, Thommes K, eds. <i>Social Explainable AI. Communications
    of NII Shonan Meetings</i>. Springer; 2026:179-195.'
  apa: Reijers, W., &#38; Alpsancar, S. (2026). Values and Norms in sXAI. In K. Rohlfing,
    K. Främling, B. Lim, S. Alpsancar, &#38; K. Thommes (Eds.), <i>Social explainable
    AI. Communications of NII Shonan Meetings</i> (pp. 179–195). Springer.
  bibtex: '@inbook{Reijers_Alpsancar_2026, place={Singapore}, title={Values and Norms
    in sXAI}, booktitle={Social explainable AI. Communications of NII Shonan Meetings},
    publisher={Springer}, author={Reijers, Wessel and Alpsancar, Suzana}, editor={Rohlfing,
    Katharina and Främling, Kary and Lim, Brian and Alpsancar, Suzana and Thommes,
    Kirsten}, year={2026}, pages={179–195} }'
  chicago: 'Reijers, Wessel, and Suzana Alpsancar. “Values and Norms in SXAI.” In
    <i>Social Explainable AI. Communications of NII Shonan Meetings</i>, edited by
    Katharina Rohlfing, Kary Främling, Brian Lim, Suzana Alpsancar, and Kirsten Thommes,
    179–95. Singapore: Springer, 2026.'
  ieee: 'W. Reijers and S. Alpsancar, “Values and Norms in sXAI,” in <i>Social explainable
    AI. Communications of NII Shonan Meetings</i>, K. Rohlfing, K. Främling, B. Lim,
    S. Alpsancar, and K. Thommes, Eds. Singapore: Springer, 2026, pp. 179–195.'
  mla: Reijers, Wessel, and Suzana Alpsancar. “Values and Norms in SXAI.” <i>Social
    Explainable AI. Communications of NII Shonan Meetings</i>, edited by Katharina
    Rohlfing et al., Springer, 2026, pp. 179–95.
  short: 'W. Reijers, S. Alpsancar, in: K. Rohlfing, K. Främling, B. Lim, S. Alpsancar,
    K. Thommes (Eds.), Social Explainable AI. Communications of NII Shonan Meetings,
    Springer, Singapore, 2026, pp. 179–195.'
date_created: 2025-11-30T07:54:44Z
date_updated: 2026-03-19T10:58:47Z
department:
- _id: '26'
- _id: '756'
editor:
- first_name: Katharina
  full_name: Rohlfing, Katharina
  last_name: Rohlfing
- first_name: Kary
  full_name: Främling, Kary
  last_name: Främling
- first_name: Brian
  full_name: Lim, Brian
  last_name: Lim
- first_name: Suzana
  full_name: Alpsancar, Suzana
  last_name: Alpsancar
- first_name: Kirsten
  full_name: Thommes, Kirsten
  last_name: Thommes
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/978-981-96-5290-7_10
oa: '1'
page: 179-195
place: Singapore
publication: Social explainable AI. Communications of NII Shonan Meetings
publication_status: published
publisher: Springer
quality_controlled: '1'
related_material:
  link:
  - relation: confirmation
    url: https://link.springer.com/book/9789819652891
status: public
title: Values and Norms in sXAI
type: book_chapter
user_id: '93637'
year: '2026'
...
---
_id: '65065'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n                  <jats:p>This introduction
    sets the stage for the present book. Whereas research in eXplainable AI (XAI)
    is motivated by societal changes and values, technology development largely ignores
    social aspects. This book aims to address this research gap with a systematic
    and comprehensive social view on explainable AI. Besides introducing many relevant
    concepts, the book offers first access to their possible implementation, thus
    advancing the development of more social XAI. The introduction starts by connecting
    the topic to the general research field of XAI. The second part defines the novel
    approach of social eXplainable AI (sXAI) along the three characteristics of social
    interaction such as patternedness, incrementality, and multimodality. Finally,
    the third part explains the structure followed by each chapter. The book offers
    insights not only for readers who work on technology development but also for
    those working in sociotechnical fields. Addressing an interdisciplinary readership,
    the book is an invitation for more exchange and further development of the sXAI
    field.</jats:p>"
citation:
  ama: Rohlfing KJ, Främling K, Lim B, Alpsancar S, Thommes K, eds. <i>Social Explainable
    AI</i>. Springer Nature Singapore; 2026. doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_1">10.1007/978-981-96-5290-7_1</a>
  apa: Rohlfing, K. J., Främling, K., Lim, B., Alpsancar, S., &#38; Thommes, K. (Eds.).
    (2026). <i>Social Explainable AI</i>. Springer Nature Singapore. <a href="https://doi.org/10.1007/978-981-96-5290-7_1">https://doi.org/10.1007/978-981-96-5290-7_1</a>
  bibtex: '@book{Rohlfing_Främling_Lim_Alpsancar_Thommes_2026, place={Singapore},
    title={Social Explainable AI}, DOI={<a href="https://doi.org/10.1007/978-981-96-5290-7_1">10.1007/978-981-96-5290-7_1</a>},
    publisher={Springer Nature Singapore}, year={2026} }'
  chicago: 'Rohlfing, Katharina J., Kary Främling, Brian Lim, Suzana Alpsancar, and
    Kirsten Thommes, eds. <i>Social Explainable AI</i>. Singapore: Springer Nature
    Singapore, 2026. <a href="https://doi.org/10.1007/978-981-96-5290-7_1">https://doi.org/10.1007/978-981-96-5290-7_1</a>.'
  ieee: 'K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K. Thommes, Eds.,
    <i>Social Explainable AI</i>. Singapore: Springer Nature Singapore, 2026.'
  mla: Rohlfing, Katharina J., et al., editors. <i>Social Explainable AI</i>. Springer
    Nature Singapore, 2026, doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_1">10.1007/978-981-96-5290-7_1</a>.
  short: K.J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes, eds., Social
    Explainable AI, Springer Nature Singapore, Singapore, 2026.
date_created: 2026-03-19T11:55:17Z
date_updated: 2026-03-19T11:59:42Z
department:
- _id: '26'
- _id: '756'
doi: 10.1007/978-981-96-5290-7_1
editor:
- first_name: Katharina J.
  full_name: Rohlfing, Katharina J.
  id: '50352'
  last_name: Rohlfing
  orcid: 0000-0002-5676-8233
- first_name: Kary
  full_name: Främling, Kary
  last_name: Främling
- first_name: Brian
  full_name: Lim, Brian
  last_name: Lim
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/book/10.1007/978-981-96-5290-7
oa: '1'
place: Singapore
project:
- _id: '109'
  name: 'TRR 318: Erklärbarkeit konstruieren'
publication_identifier:
  isbn:
  - '9789819652891'
  - '9789819652907'
publication_status: published
publisher: Springer Nature Singapore
status: public
title: Social Explainable AI
type: book_editor
user_id: '93637'
year: '2026'
...
---
_id: '65494'
author:
- first_name: Ali
  full_name: Manzoor, Ali
  id: '77309'
  last_name: Manzoor
  orcid: https://orcid.org/0000-0001-8403-5160
- first_name: Hammada M.
  full_name: Zahera, Hammada M.
  last_name: Zahera
- first_name: Muhammad
  full_name: Saleem, Muhammad
  last_name: Saleem
- first_name: Yasir
  full_name: Mahmood, Yasir
  id: '99353'
  last_name: Mahmood
- first_name: René
  full_name: Speck, René
  id: '70843'
  last_name: Speck
- first_name: Hashim
  full_name: Khan, Hashim
  id: '76510'
  last_name: Khan
  orcid: 0009-0006-5953-480X
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
citation:
  ama: 'Manzoor A, Zahera HM, Saleem M, et al. Document-level Relation Extraction
    using Reinforcement Learning with Knowledge Graph Feedback. In: <i>The Semantic
    Web – 23rd European Semantic Web Conference, ESWC 2026, Dubrovnik , Croatia, May
    10-14, 2026, Proceedings</i>. ; 2026.'
  apa: Manzoor, A., Zahera, H. M., Saleem, M., Mahmood, Y., Speck, R., Khan, H., &#38;
    Ngonga Ngomo, A.-C. (2026). Document-level Relation Extraction using Reinforcement
    Learning with Knowledge Graph Feedback. <i>The Semantic Web – 23rd European Semantic
    Web Conference, ESWC 2026, Dubrovnik , Croatia, May 10-14, 2026, Proceedings</i>.
  bibtex: '@inproceedings{Manzoor_Zahera_Saleem_Mahmood_Speck_Khan_Ngonga Ngomo_2026,
    title={Document-level Relation Extraction using Reinforcement Learning with Knowledge
    Graph Feedback}, booktitle={The Semantic Web – 23rd European Semantic Web Conference,
    ESWC 2026, Dubrovnik , Croatia, May 10-14, 2026, Proceedings}, author={Manzoor,
    Ali and Zahera, Hammada M. and Saleem, Muhammad and Mahmood, Yasir and Speck,
    René and Khan, Hashim and Ngonga Ngomo, Axel-Cyrille}, year={2026} }'
  chicago: Manzoor, Ali, Hammada M. Zahera, Muhammad Saleem, Yasir Mahmood, René Speck,
    Hashim Khan, and Axel-Cyrille Ngonga Ngomo. “Document-Level Relation Extraction
    Using Reinforcement Learning with Knowledge Graph Feedback.” In <i>The Semantic
    Web – 23rd European Semantic Web Conference, ESWC 2026, Dubrovnik , Croatia, May
    10-14, 2026, Proceedings</i>, 2026.
  ieee: A. Manzoor <i>et al.</i>, “Document-level Relation Extraction using Reinforcement
    Learning with Knowledge Graph Feedback,” 2026.
  mla: Manzoor, Ali, et al. “Document-Level Relation Extraction Using Reinforcement
    Learning with Knowledge Graph Feedback.” <i>The Semantic Web – 23rd European Semantic
    Web Conference, ESWC 2026, Dubrovnik , Croatia, May 10-14, 2026, Proceedings</i>,
    2026.
  short: 'A. Manzoor, H.M. Zahera, M. Saleem, Y. Mahmood, R. Speck, H. Khan, A.-C.
    Ngonga Ngomo, in: The Semantic Web – 23rd European Semantic Web Conference, ESWC
    2026, Dubrovnik , Croatia, May 10-14, 2026, Proceedings, 2026.'
date_created: 2026-04-23T23:11:26Z
date_updated: 2026-04-23T23:14:33Z
department:
- _id: '504'
keyword:
- dice hamada hashim kiakadamie mahmood manzoor ngonga rene sail saleem
language:
- iso: eng
project:
- _id: '285'
  name: SAIL - Nachhaltiger Lebenszyklus von intelligenten soziotechnischen Systemen
publication: The Semantic Web – 23rd European Semantic Web Conference, ESWC 2026,
  Dubrovnik , Croatia, May 10-14, 2026, Proceedings
status: public
title: Document-level Relation Extraction using Reinforcement Learning with Knowledge
  Graph Feedback
type: conference
user_id: '77309'
year: '2026'
...
---
_id: '66090'
author:
- first_name: Sven
  full_name: Thomas, Sven
  id: '94561'
  last_name: Thomas
citation:
  ama: 'Thomas S. Discourses on Discursive Machines. Review of Mark Coeckelbergh and
    David J. Gunkel, Communicative AI: A Critical Introduction to Large Language Models.
    <i>Jahrbuch Technikphilosophie</i>. 2026;11.'
  apa: 'Thomas, S. (2026). Discourses on Discursive Machines. Review of Mark Coeckelbergh
    and David J. Gunkel, Communicative AI: A Critical Introduction to Large Language
    Models. In <i>Jahrbuch Technikphilosophie</i> (Vol. 11). Nomos.'
  bibtex: '@article{Thomas_2026, place={Baden-Baden}, title={Discourses on Discursive
    Machines. Review of Mark Coeckelbergh and David J. Gunkel, Communicative AI: A
    Critical Introduction to Large Language Models}, volume={11}, journal={Jahrbuch
    Technikphilosophie}, publisher={Nomos}, author={Thomas, Sven}, year={2026} }'
  chicago: 'Thomas, Sven. “Discourses on Discursive Machines. Review of Mark Coeckelbergh
    and David J. Gunkel, Communicative AI: A Critical Introduction to Large Language
    Models.” <i>Jahrbuch Technikphilosophie</i>. Baden-Baden: Nomos, 2026.'
  ieee: 'S. Thomas, “Discourses on Discursive Machines. Review of Mark Coeckelbergh
    and David J. Gunkel, Communicative AI: A Critical Introduction to Large Language
    Models,” <i>Jahrbuch Technikphilosophie</i>, vol. 11. Nomos, Baden-Baden, 2026.'
  mla: 'Thomas, Sven. “Discourses on Discursive Machines. Review of Mark Coeckelbergh
    and David J. Gunkel, Communicative AI: A Critical Introduction to Large Language
    Models.” <i>Jahrbuch Technikphilosophie</i>, vol. 11, Nomos, 2026.'
  short: S. Thomas, Jahrbuch Technikphilosophie 11 (2026).
date_created: 2026-06-30T11:25:19Z
date_updated: 2026-08-11T12:31:22Z
department:
- _id: '756'
- _id: '26'
intvolume: '        11'
language:
- iso: eng
place: Baden-Baden
publication: Jahrbuch Technikphilosophie
publication_identifier:
  unknown:
  - 978-3-7560-3462-8
publication_status: published
publisher: Nomos
status: public
title: 'Discourses on Discursive Machines. Review of Mark Coeckelbergh and David J.
  Gunkel, Communicative AI: A Critical Introduction to Large Language Models'
type: review
user_id: '94561'
volume: 11
year: '2026'
...
---
_id: '67285'
abstract:
- lang: eng
  text: 'This research provides a method for designing competenceoriented, modular
    workflows that support strategic decisionmaking in strategic product planning
    (SPP) under conditions of uncertainty and time pressure. Increasing digitalization
    and data availability require decision support systems that integrate analytical
    models while being tailored to the competencies of decision-makers. Based on a
    systematic literature review and stakeholder workshops, eight success factors
    for competency-oriented workflow integration are identified, including modularity,
    traceability, interoperability, adaptability, handling uncertainty, and user acceptance.
    Based on these factors, a five-step method is developed that links business processes,
    data sources, evaluation criteria, visualization formats, and graphical workflow
    implementation. Strategic and technical decision logic are integrated into a unified,
    modular framework using graphical modeling environments. The method is validated
    in workshops and demonstrates its applicability in time-critical, multi-criteria
    decision contexts. The results show improved transparency, adaptability, and practical
    usability of datadriven decision processes that support robust and traceable business
    decisions. '
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Deniz
  full_name: Özcan, Deniz
  id: '58595'
  last_name: Özcan
citation:
  ama: 'Gräßler I, Özcan D. Competence-Oriented Modular Workflow Design for Strategic
    Decisions. In: Gonzalez JDN, Romay MG, EUROSIS-ETI, eds. <i>24th INTERNATIONAL
    INDUSTRIAL SIMULATION CONFERENCE </i>. Vol 24. ; 2026:73-80.'
  apa: Gräßler, I., &#38; Özcan, D. (2026). Competence-Oriented Modular Workflow Design
    for Strategic Decisions. In J. D. N. Gonzalez, M. G. Romay, &#38; EUROSIS-ETI
    (Eds.), <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i> (Vol. 24,
    pp. 73–80).
  bibtex: '@inproceedings{Gräßler_Özcan_2026, title={Competence-Oriented Modular Workflow
    Design for Strategic Decisions}, volume={24}, booktitle={24th INTERNATIONAL INDUSTRIAL
    SIMULATION CONFERENCE }, author={Gräßler, Iris and Özcan, Deniz}, editor={Gonzalez,
    Jose David Nunez and Romay, Manuel Grana and EUROSIS-ETI}, year={2026}, pages={73–80}
    }'
  chicago: Gräßler, Iris, and Deniz Özcan. “Competence-Oriented Modular Workflow Design
    for Strategic Decisions.” In <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE
    </i>, edited by Jose David Nunez Gonzalez, Manuel Grana Romay, and EUROSIS-ETI,
    24:73–80, 2026.
  ieee: I. Gräßler and D. Özcan, “Competence-Oriented Modular Workflow Design for
    Strategic Decisions,” in <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE
    </i>, San Sebastian, Spain, 2026, vol. 24, pp. 73–80.
  mla: Gräßler, Iris, and Deniz Özcan. “Competence-Oriented Modular Workflow Design
    for Strategic Decisions.” <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE
    </i>, edited by Jose David Nunez Gonzalez et al., vol. 24, 2026, pp. 73–80.
  short: 'I. Gräßler, D. Özcan, in: J.D.N. Gonzalez, M.G. Romay, EUROSIS-ETI (Eds.),
    24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE , 2026, pp. 73–80.'
conference:
  end_date: 2026-05-29
  location: San Sebastian, Spain
  name: '24th Industrial Simulation Conference 2026 '
  start_date: 2026-05-27
corporate_editor:
- EUROSIS-ETI
date_created: 2026-09-30T11:44:50Z
date_updated: 2026-10-01T12:25:52Z
department:
- _id: '43'
- _id: '9'
- _id: '26'
- _id: '152'
editor:
- first_name: Jose David Nunez
  full_name: Gonzalez, Jose David Nunez
  last_name: Gonzalez
- first_name: Manuel Grana
  full_name: Romay, Manuel Grana
  last_name: Romay
intvolume: '        24'
keyword:
- Workflow
- Decision Support
- Strategic Product Planning
- Decision-making
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 73-80
publication: '24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE '
publication_identifier:
  isbn:
  - 978-9-492859-40-2
publication_status: published
quality_controlled: '1'
status: public
title: Competence-Oriented Modular Workflow Design for Strategic Decisions
type: conference
user_id: '58595'
volume: 24
year: '2026'
...
---
_id: '67284'
abstract:
- lang: eng
  text: <jats:p>For foresightful strategic decisions in engineering and production,
    it is important to identify and classify operational engineering data inmanufacturing
    companies in terms of relevance and impact. Established methods like Scenario-Technique
    or roadmapping consider expertise of strategic decision-makers and central decision-making
    bodies by, for instance, workshops and interviews. There is no overarching approach
    for evaluating the variety of operational data sources and feed them into specific
    data processing pipelines targeting strategic decision support. Based on a systematic
    literature analysis and comprehensive industrial experience, requirements are
    derived. These requirements are used to develop a method to identify, classify
    and evaluate data for strategic decision-making. The method is validated in an
    industrial project. The aim is to exploit informal and fragmented data from operational
    levels into structured, transparent decision support for strategic players.</jats:p>
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Deniz
  full_name: Özcan, Deniz
  id: '58595'
  last_name: Özcan
citation:
  ama: 'Gräßler I, Özcan D. Extended Exploitation of Data in Manufacturing Companies
    for Strategic Decision-Making. In: <i>AHFE International</i>. Vol 237. AHFE International;
    2026. doi:<a href="https://doi.org/10.54941/ahfe1008175">10.54941/ahfe1008175</a>'
  apa: Gräßler, I., &#38; Özcan, D. (2026). Extended Exploitation of Data in Manufacturing
    Companies for Strategic Decision-Making. <i>AHFE International</i>, <i>237</i>.
    <a href="https://doi.org/10.54941/ahfe1008175">https://doi.org/10.54941/ahfe1008175</a>
  bibtex: '@inproceedings{Gräßler_Özcan_2026, title={Extended Exploitation of Data
    in Manufacturing Companies for Strategic Decision-Making}, volume={237}, DOI={<a
    href="https://doi.org/10.54941/ahfe1008175">10.54941/ahfe1008175</a>}, booktitle={AHFE
    International}, publisher={AHFE International}, author={Gräßler, Iris and Özcan,
    Deniz}, year={2026} }'
  chicago: Gräßler, Iris, and Deniz Özcan. “Extended Exploitation of Data in Manufacturing
    Companies for Strategic Decision-Making.” In <i>AHFE International</i>, Vol. 237.
    AHFE International, 2026. <a href="https://doi.org/10.54941/ahfe1008175">https://doi.org/10.54941/ahfe1008175</a>.
  ieee: 'I. Gräßler and D. Özcan, “Extended Exploitation of Data in Manufacturing
    Companies for Strategic Decision-Making,” in <i>AHFE International</i>, Paris,
    2026, vol. 237, doi: <a href="https://doi.org/10.54941/ahfe1008175">10.54941/ahfe1008175</a>.'
  mla: Gräßler, Iris, and Deniz Özcan. “Extended Exploitation of Data in Manufacturing
    Companies for Strategic Decision-Making.” <i>AHFE International</i>, vol. 237,
    AHFE International, 2026, doi:<a href="https://doi.org/10.54941/ahfe1008175">10.54941/ahfe1008175</a>.
  short: 'I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2026.'
conference:
  end_date: 2025-09-24
  location: Paris
  name: '8th International Conference on Human Systems Engineering and Design (IHSED2024):
    Future Trends and Applications'
  start_date: 2025-09-22
date_created: 2026-09-30T11:30:36Z
date_updated: 2026-10-01T12:25:58Z
department:
- _id: '43'
- _id: '9'
- _id: '26'
- _id: '152'
doi: 10.54941/ahfe1008175
intvolume: '       237'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: AHFE International
publication_identifier:
  issn:
  - 2771-0718
publication_status: published
publisher: AHFE International
quality_controlled: '1'
status: public
title: Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making
type: conference
user_id: '58595'
volume: 237
year: '2026'
...
---
_id: '67286'
abstract:
- lang: eng
  text: 'The effects of decisions in strategic product planning are usually far-reaching,
    but at the same time difficult to assess. Simulations help to make these effects
    more tangible. Until now, the use of simulation in strategic product planning
    has been limited to behavioral and innovation diffusion studies. This paper presents
    a process model for widening business models or planning upcoming product generations.
    It supports integrating the simulation of technical systems into decisionmaking
    processes to select the most suitable product for adaptation to new application
    scenarios. To this end, the characteristics of such new application scenarios
    are applied to existing product models in simulation, and the system behavior
    is evaluated based on key figures. This supports the comparison of different products
    and the selection of the product alternative requiring the least amount of modification.
    The process model enables decision-makers to systematically integrate simulation
    into the decision-making process and thus make more data-based decisions. '
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Deniz
  full_name: Özcan, Deniz
  id: '58595'
  last_name: Özcan
- first_name: Niklas
  full_name: Döhner, Niklas
  id: '108017'
  last_name: Döhner
  orcid: https://orcid.org/0009-0005-7676-4036
citation:
  ama: 'Gräßler I, Özcan D, Döhner N. Leveraging System Simulation for Decision  Support
    in Strategic Product Planning. In: Gonzalez JDN, Romay MG, EUROSIS-ETI, eds. <i>24th
    INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>. Vol 24. ; 2026:65-72.'
  apa: Gräßler, I., Özcan, D., &#38; Döhner, N. (2026). Leveraging System Simulation
    for Decision  Support in Strategic Product Planning. In J. D. N. Gonzalez, M.
    G. Romay, &#38; EUROSIS-ETI (Eds.), <i>24th INTERNATIONAL INDUSTRIAL SIMULATION
    CONFERENCE </i> (Vol. 24, pp. 65–72).
  bibtex: '@inproceedings{Gräßler_Özcan_Döhner_2026, title={Leveraging System Simulation
    for Decision  Support in Strategic Product Planning}, volume={24}, booktitle={24th
    INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE }, author={Gräßler, Iris and Özcan,
    Deniz and Döhner, Niklas}, editor={Gonzalez, Jose David Nunez and Romay, Manuel
    Grana and EUROSIS-ETI}, year={2026}, pages={65–72} }'
  chicago: Gräßler, Iris, Deniz Özcan, and Niklas Döhner. “Leveraging System Simulation
    for Decision  Support in Strategic Product Planning.” In <i>24th INTERNATIONAL
    INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez, Manuel
    Grana Romay, and EUROSIS-ETI, 24:65–72, 2026.
  ieee: I. Gräßler, D. Özcan, and N. Döhner, “Leveraging System Simulation for Decision 
    Support in Strategic Product Planning,” in <i>24th INTERNATIONAL INDUSTRIAL SIMULATION
    CONFERENCE </i>, San Sebastian, Spain, 2026, vol. 24, pp. 65–72.
  mla: Gräßler, Iris, et al. “Leveraging System Simulation for Decision  Support in
    Strategic Product Planning.” <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE
    </i>, edited by Jose David Nunez Gonzalez et al., vol. 24, 2026, pp. 65–72.
  short: 'I. Gräßler, D. Özcan, N. Döhner, in: J.D.N. Gonzalez, M.G. Romay, EUROSIS-ETI
    (Eds.), 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE , 2026, pp. 65–72.'
conference:
  end_date: 2026-05-29
  location: San Sebastian, Spain
  name: '24th Industrial Simulation Conference 2026 '
  start_date: 2026-05-27
corporate_editor:
- EUROSIS-ETI
date_created: 2026-09-30T11:48:43Z
date_updated: 2026-10-01T12:25:43Z
department:
- _id: '43'
- _id: '9'
- _id: '26'
- _id: '152'
editor:
- first_name: Jose David Nunez
  full_name: Gonzalez, Jose David Nunez
  last_name: Gonzalez
- first_name: Manuel Grana
  full_name: Romay, Manuel Grana
  last_name: Romay
intvolume: '        24'
keyword:
- Decision-making
- Decision support systems
- Mechanical engineering
- System analysis
- System engineering
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 65-72
publication: '24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE '
publication_identifier:
  isbn:
  - 978-9-492859-40-2
quality_controlled: '1'
status: public
title: Leveraging System Simulation for Decision  Support in Strategic Product Planning
type: conference
user_id: '58595'
volume: 24
year: '2026'
...
---
_id: '67159'
author:
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
citation:
  ama: 'Alpsancar S. Computer, Digitalisierung. In: Müller E, Picht B, Schmieder F,
    eds. <i>Das 20. Jahrhundert in Grundbegriffen. Lexikon zur historischen Semantik
    in Deutschland</i>. Schwabe Verlag; 2026. doi:<a href="https://doi.org/10.31267/grundbegriffe_21465309">10.31267/grundbegriffe_21465309</a>'
  apa: Alpsancar, S. (2026). Computer, Digitalisierung. In E. Müller, B. Picht, &#38;
    F. Schmieder (Eds.), <i>Das 20. Jahrhundert in Grundbegriffen. Lexikon zur historischen
    Semantik in Deutschland</i>. Schwabe Verlag. <a href="https://doi.org/10.31267/grundbegriffe_21465309">https://doi.org/10.31267/grundbegriffe_21465309</a>
  bibtex: '@inbook{Alpsancar_2026, place={Onlineversion}, title={Computer, Digitalisierung},
    DOI={<a href="https://doi.org/10.31267/grundbegriffe_21465309">10.31267/grundbegriffe_21465309</a>},
    booktitle={Das 20. Jahrhundert in Grundbegriffen. Lexikon zur historischen Semantik
    in Deutschland}, publisher={Schwabe Verlag}, author={Alpsancar, Suzana}, editor={Müller,
    Ernst and Picht, Barbara and Schmieder, Falko}, year={2026} }'
  chicago: 'Alpsancar, Suzana. “Computer, Digitalisierung.” In <i>Das 20. Jahrhundert
    in Grundbegriffen. Lexikon zur historischen Semantik in Deutschland</i>, edited
    by Ernst Müller, Barbara Picht, and Falko Schmieder. Onlineversion: Schwabe Verlag,
    2026. <a href="https://doi.org/10.31267/grundbegriffe_21465309">https://doi.org/10.31267/grundbegriffe_21465309</a>.'
  ieee: 'S. Alpsancar, “Computer, Digitalisierung,” in <i>Das 20. Jahrhundert in Grundbegriffen.
    Lexikon zur historischen Semantik in Deutschland</i>, E. Müller, B. Picht, and
    F. Schmieder, Eds. Onlineversion: Schwabe Verlag, 2026.'
  mla: Alpsancar, Suzana. “Computer, Digitalisierung.” <i>Das 20. Jahrhundert in Grundbegriffen.
    Lexikon zur historischen Semantik in Deutschland</i>, edited by Ernst Müller et
    al., Schwabe Verlag, 2026, doi:<a href="https://doi.org/10.31267/grundbegriffe_21465309">10.31267/grundbegriffe_21465309</a>.
  short: 'S. Alpsancar, in: E. Müller, B. Picht, F. Schmieder (Eds.), Das 20. Jahrhundert
    in Grundbegriffen. Lexikon zur historischen Semantik in Deutschland, Schwabe Verlag,
    Onlineversion, 2026.'
date_created: 2026-09-16T13:36:00Z
date_updated: 2026-10-13T12:34:32Z
department:
- _id: '26'
- _id: '756'
doi: 10.31267/grundbegriffe_21465309
editor:
- first_name: Ernst
  full_name: Müller, Ernst
  last_name: Müller
- first_name: Barbara
  full_name: Picht, Barbara
  last_name: Picht
- first_name: Falko
  full_name: Schmieder, Falko
  last_name: Schmieder
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://www.schwabeonline.ch/schwabe-xaveropp/elibrary/start.xav?qn=%24%24%24OpenURL%24%24%24&id=doi%3A10.31267%2FGrundbegriffe_21465309#/text/Grundbegriffe_Computer10.31267%2FGrundbegriffe_21465309?_ts=1789565319030
oa: '1'
place: Onlineversion
publication: Das 20. Jahrhundert in Grundbegriffen. Lexikon zur historischen Semantik
  in Deutschland
publisher: Schwabe Verlag
status: public
title: Computer, Digitalisierung
type: book_chapter
user_id: '93637'
year: '2026'
...
---
_id: '66665'
abstract:
- lang: eng
  text: Multimode quantum light has promising applications in many areas of physics,
    such as quantum communications and quantum computing. However, its multimode nature
    also makes it challenging to measure its properties. Recently [I. Barakat et al.,
    Optica Quantum 3, 36 (2025)], a technique for the simultaneous measurement of
    squeezing of multiple broadband modes based on a phase-sensitive amplification
    approach was experimentally implemented using a setup that effectively corresponds
    to an SU(1,1) interferometer. Here, we aim to provide a complete theoretical analysis
    of the modal structure of (generally unbalanced) SU(1,1) interferometers and a
    detailed theoretical formal derivation of the framework for this technique. Utilizing
    the joint Schmidt decomposition of the transfer functions, we investigate the
    shape and phase profiles of the modes of the SU(1,1) interferometer and its components
    [parametric down-conversion (PDC) sections] for different parametric gain regimes.
    We discover a complicated interplay between the PDC modes and the modes of the
    entire interferometer, and analyze it by using their overlap coefficients as a
    similarity measure. Finally, we develop a rigorous processing method for the aforementioned
    multimode squeezing measurement technique and discuss necessary approximations
    to make this method experimentally feasible.
article_number: '033139'
article_type: original
author:
- first_name: Dennis
  full_name: Scharwald, Dennis
  id: '55907'
  last_name: Scharwald
  orcid: 0009-0007-5654-5412
- first_name: Polina
  full_name: Sharapova, Polina
  id: '60286'
  last_name: Sharapova
citation:
  ama: Scharwald D, Sharapova P. Characterization of spatial Schmidt modes in high-gain
    SU(1,1) interferometers. <i>Physical Review Research</i>. 2026;8(3). doi:<a href="https://doi.org/10.1103/ph64-ts39">10.1103/ph64-ts39</a>
  apa: Scharwald, D., &#38; Sharapova, P. (2026). Characterization of spatial Schmidt
    modes in high-gain SU(1,1) interferometers. <i>Physical Review Research</i>, <i>8</i>(3),
    Article 033139. <a href="https://doi.org/10.1103/ph64-ts39">https://doi.org/10.1103/ph64-ts39</a>
  bibtex: '@article{Scharwald_Sharapova_2026, title={Characterization of spatial Schmidt
    modes in high-gain SU(1,1) interferometers}, volume={8}, DOI={<a href="https://doi.org/10.1103/ph64-ts39">10.1103/ph64-ts39</a>},
    number={3033139}, journal={Physical Review Research}, publisher={American Physical
    Society (APS)}, author={Scharwald, Dennis and Sharapova, Polina}, year={2026}
    }'
  chicago: Scharwald, Dennis, and Polina Sharapova. “Characterization of Spatial Schmidt
    Modes in High-Gain SU(1,1) Interferometers.” <i>Physical Review Research</i> 8,
    no. 3 (2026). <a href="https://doi.org/10.1103/ph64-ts39">https://doi.org/10.1103/ph64-ts39</a>.
  ieee: 'D. Scharwald and P. Sharapova, “Characterization of spatial Schmidt modes
    in high-gain SU(1,1) interferometers,” <i>Physical Review Research</i>, vol. 8,
    no. 3, Art. no. 033139, 2026, doi: <a href="https://doi.org/10.1103/ph64-ts39">10.1103/ph64-ts39</a>.'
  mla: Scharwald, Dennis, and Polina Sharapova. “Characterization of Spatial Schmidt
    Modes in High-Gain SU(1,1) Interferometers.” <i>Physical Review Research</i>,
    vol. 8, no. 3, 033139, American Physical Society (APS), 2026, doi:<a href="https://doi.org/10.1103/ph64-ts39">10.1103/ph64-ts39</a>.
  short: D. Scharwald, P. Sharapova, Physical Review Research 8 (2026).
date_created: 2026-08-05T11:51:21Z
date_updated: 2026-08-12T14:29:44Z
department:
- _id: '975'
- _id: '15'
- _id: '623'
- _id: '569'
- _id: '170'
- _id: '35'
- _id: '429'
- _id: '34'
- _id: '502'
doi: 10.1103/ph64-ts39
intvolume: '         8'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://journals.aps.org/prresearch/pdf/10.1103/ph64-ts39
oa: '1'
project:
- _id: '56'
  name: TRR 142 - Project Area C
- _id: '53'
  name: 'TRR 142: Maßgeschneiderte nichtlineare Photonik: Von grundlegenden Konzepten
    zu funktionellen Strukturen'
- _id: '174'
  name: 'TRR 142 ; TP: C10: Erzeugung und Charakterisierung von Quantenlicht in nichtlinearen
    Systemen: Eine theoretische Analyse'
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: Physical Review Research
publication_identifier:
  issn:
  - 2643-1564
publication_status: published
publisher: American Physical Society (APS)
status: public
title: Characterization of spatial Schmidt modes in high-gain SU(1,1) interferometers
type: journal_article
user_id: '55907'
volume: 8
year: '2026'
...
---
_id: '67295'
abstract:
- lang: eng
  text: In increasingly volatile and uncertain markets, corporate resilience has become
    a critical capability in strategic product planning. Companies face significant
    challenges in systematically monitoring and interpreting heterogeneous environmental
    data originating from diverse sources, formats, and temporal contexts. While predefined
    workflows and decision trees can support strategic analysis, they often lack the
    flexibility required to cope with dynamic market conditions and foresightrelated
    data from extreme dispersed and heterogeneous sources. This paper proposes a method
    to enhance corporate resilience through the application of generic, reusable AI-based
    workflows in strategic product planning. The approach integrates Data Science
    and Artificial Intelligence methods into modular, visually modelled workflows
    that enable hybrid human-AI decision-making. Based on a systematic literature
    review and an analysis of industrial challenges, key success factors and resilience
    criteria are identified. These insights are used to develop a method that supports
    internal and external analyses, scenario-based strategy development, and adaptive
    implementation monitoring within a generic workflow structure. The method leverages
    techniques such as machine learning and generative AI to process structured and
    unstructured data, identify patterns, and support real-time strategic assessments.
    Validation with decision-makers from medium-sized companies demonstrates improved
    transparency, repeatability, and cross-functional collaboration compared to predefined
    workflows.
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Deniz
  full_name: Özcan, Deniz
  id: '58595'
  last_name: Özcan
citation:
  ama: 'Gräßler I, Özcan D. Corporate resilience through generic AI-based workflows
    in strategic product planning. In: Gräßler I, ed. <i>1st International Symposium:
    March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Vol 1.
    LibreCat University; 2026. doi:<a href="https://doi.org/10.17619/UNIPB/1-2636">10.17619/UNIPB/1-2636</a>'
  apa: 'Gräßler, I., &#38; Özcan, D. (2026). Corporate resilience through generic
    AI-based workflows in strategic product planning. In I. Gräßler (Ed.), <i>1st
    International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn
    University</i> (Vol. 1). LibreCat University. <a href="https://doi.org/10.17619/UNIPB/1-2636">https://doi.org/10.17619/UNIPB/1-2636</a>'
  bibtex: '@inproceedings{Gräßler_Özcan_2026, title={Corporate resilience through
    generic AI-based workflows in strategic product planning}, volume={1}, DOI={<a
    href="https://doi.org/10.17619/UNIPB/1-2636">10.17619/UNIPB/1-2636</a>}, booktitle={1st
    International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn
    University}, publisher={LibreCat University}, author={Gräßler, Iris and Özcan,
    Deniz}, editor={Gräßler, Iris}, year={2026} }'
  chicago: 'Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic
    AI-Based Workflows in Strategic Product Planning.” In <i>1st International Symposium:
    March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited
    by Iris Gräßler, Vol. 1. LibreCat University, 2026. <a href="https://doi.org/10.17619/UNIPB/1-2636">https://doi.org/10.17619/UNIPB/1-2636</a>.'
  ieee: 'I. Gräßler and D. Özcan, “Corporate resilience through generic AI-based workflows
    in strategic product planning,” in <i>1st International Symposium: March 24 –
    26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026,
    vol. 1, doi: <a href="https://doi.org/10.17619/UNIPB/1-2636">10.17619/UNIPB/1-2636</a>.'
  mla: 'Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic AI-Based
    Workflows in Strategic Product Planning.” <i>1st International Symposium: March
    24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris
    Gräßler, vol. 1, LibreCat University, 2026, doi:<a href="https://doi.org/10.17619/UNIPB/1-2636">10.17619/UNIPB/1-2636</a>.'
  short: 'I. Gräßler, D. Özcan, in: I. Gräßler (Ed.), 1st International Symposium:
    March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, LibreCat University,
    2026.'
conference:
  end_date: 2026-03-26
  location: Paderborn
  name: International Symposium on Hybrid Intelligence in Product and Production Engineering
    1. 2026 Paderborn
  start_date: 2026-03-24
date_created: 2026-10-01T10:04:57Z
date_updated: 2026-10-01T10:14:12Z
department:
- _id: '43'
- _id: '9'
- _id: '26'
- _id: '152'
doi: 10.17619/UNIPB/1-2636
editor:
- first_name: Iris
  full_name: Gräßler, Iris
  last_name: Gräßler
intvolume: '         1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://digital.ub.uni-paderborn.de/hs/download/pdf/8359163
oa: '1'
publication: '1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute,
  Paderborn University'
publisher: LibreCat University
quality_controlled: '1'
status: public
title: Corporate resilience through generic AI-based workflows in strategic product
  planning
type: conference
user_id: '58595'
volume: 1
year: '2026'
...
---
_id: '67517'
author:
- first_name: Miriam
  full_name: Fahimi, Miriam
  id: '118059'
  last_name: Fahimi
  orcid: 0000-0002-0619-3160
citation:
  ama: Fahimi M.  Fünf Forder­ungen für eine sozial-­ökologische Rechen­zentrums­politik.
    <i>A&#38;W Blog</i>. 2026.
  apa: Fahimi, M. (2026).  Fünf Forder­ungen für eine sozial-­ökologische Rechen­zentrums­politik.
    <i>A&#38;W Blog</i>.
  bibtex: '@article{Fahimi_2026, title={ Fünf Forder­ungen für eine sozial-­ökologische
    Rechen­zentrums­politik}, journal={A&#38;W Blog}, author={Fahimi, Miriam}, year={2026}
    }'
  chicago: Fahimi, Miriam. “ Fünf Forder­ungen Für Eine Sozial-­ökologische Rechen­zentrums­politik.”
    <i>A&#38;W Blog</i>, 2026.
  ieee: M. Fahimi, “ Fünf Forder­ungen für eine sozial-­ökologische Rechen­zentrums­politik,”
    <i>A&#38;W Blog</i>, 2026.
  mla: Fahimi, Miriam. “ Fünf Forder­ungen Für Eine Sozial-­ökologische Rechen­zentrums­politik.”
    <i>A&#38;W Blog</i>, 2026.
  short: M. Fahimi, A&#38;W Blog (2026).
date_created: 2026-10-13T13:27:42Z
date_updated: 2026-10-13T13:27:46Z
department:
- _id: '756'
- _id: '26'
language:
- iso: eng
project:
- _id: '1471'
  name: Cultures of the Cryosphere. Infrastructures, Politics and Futures of Artificial
    Cooling
publication: A&W Blog
publication_date: 2026-10-09
related_material:
  link:
  - relation: confirmation
    url: https://www.awblog.at/klima-energie/Forderungen-fuer-eine-sozial-oekologische-Rechenzentrumspolitik
status: public
title: ' Fünf Forder­ungen für eine sozial-­ökologische Rechen­zentrums­politik'
type: newspaper_article
user_id: '118059'
year: '2026'
...
---
_id: '67511'
author:
- first_name: Miriam
  full_name: Fahimi, Miriam
  id: '118059'
  last_name: Fahimi
  orcid: 0000-0002-0619-3160
citation:
  ama: Fahimi M. Are Data Centers Factories? Industrial Promises and Socio-Ecological
    Losses. <i>Berliner Gazette</i>. 2026.
  apa: Fahimi, M. (2026). Are Data Centers Factories? Industrial Promises and Socio-Ecological
    Losses. <i>Berliner Gazette</i>.
  bibtex: '@article{Fahimi_2026, title={Are Data Centers Factories? Industrial Promises
    and Socio-Ecological Losses}, journal={Berliner Gazette}, author={Fahimi, Miriam},
    year={2026} }'
  chicago: Fahimi, Miriam. “Are Data Centers Factories? Industrial Promises and Socio-Ecological
    Losses.” <i>Berliner Gazette</i>, 2026.
  ieee: M. Fahimi, “Are Data Centers Factories? Industrial Promises and Socio-Ecological
    Losses,” <i>Berliner Gazette</i>, 2026.
  mla: Fahimi, Miriam. “Are Data Centers Factories? Industrial Promises and Socio-Ecological
    Losses.” <i>Berliner Gazette</i>, 2026.
  short: M. Fahimi, Berliner Gazette (2026).
date_created: 2026-10-13T13:07:42Z
date_updated: 2026-10-13T13:07:48Z
department:
- _id: '756'
- _id: '26'
language:
- iso: eng
project:
- _id: '1471'
  name: Cultures of the Cryosphere. Infrastructures, Politics and Futures of Artificial
    Cooling
publication: Berliner Gazette
publication_date: 2026-07-09
related_material:
  link:
  - relation: confirmation
    url: https://berlinergazette.de/are-data-centers-factories-industrial-promises-and-socio-ecological-losses/
status: public
title: Are Data Centers Factories? Industrial Promises and Socio-Ecological Losses
type: newspaper_article
user_id: '118059'
year: '2026'
...
---
_id: '67513'
author:
- first_name: Miriam
  full_name: Fahimi, Miriam
  id: '118059'
  last_name: Fahimi
  orcid: 0000-0002-0619-3160
citation:
  ama: Fahimi M. Ist die beste KI vielleicht keine KI? <i>Frauensolidarität</i>. 2026.
  apa: Fahimi, M. (2026). Ist die beste KI vielleicht keine KI? <i>Frauensolidarität</i>,
    <i>176</i>.
  bibtex: '@article{Fahimi_2026, title={Ist die beste KI vielleicht keine KI?}, number={176},
    journal={Frauensolidarität}, author={Fahimi, Miriam}, year={2026} }'
  chicago: Fahimi, Miriam. “Ist Die Beste KI Vielleicht Keine KI?” <i>Frauensolidarität</i>,
    2026.
  ieee: M. Fahimi, “Ist die beste KI vielleicht keine KI?,” <i>Frauensolidarität</i>,
    no. 176, 2026.
  mla: Fahimi, Miriam. “Ist Die Beste KI Vielleicht Keine KI?” <i>Frauensolidarität</i>,
    no. 176, 2026.
  short: M. Fahimi, Frauensolidarität (2026).
date_created: 2026-10-13T13:15:55Z
date_updated: 2026-10-13T13:16:00Z
department:
- _id: '756'
- _id: '26'
issue: '176'
language:
- iso: eng
project:
- _id: '1471'
  name: Cultures of the Cryosphere. Infrastructures, Politics and Futures of Artificial
    Cooling
publication: Frauensolidarität
publication_date: 2026-06-01
related_material:
  link:
  - relation: confirmation
    url: https://www.zeitschrift.frauensolidaritaet.org/artikel/ist-die-beste-ki-vielleicht-keine-ki/
status: public
title: Ist die beste KI vielleicht keine KI?
type: newspaper_article
user_id: '118059'
year: '2026'
...
---
_id: '67514'
author:
- first_name: Miriam
  full_name: Fahimi, Miriam
  id: '118059'
  last_name: Fahimi
  orcid: 0000-0002-0619-3160
citation:
  ama: Fahimi M. Luftschlösser und Rechenzentren. <i>Mosaik</i>. 2026.
  apa: Fahimi, M. (2026). Luftschlösser und Rechenzentren. <i>Mosaik</i>.
  bibtex: '@article{Fahimi_2026, title={Luftschlösser und Rechenzentren}, journal={Mosaik},
    author={Fahimi, Miriam}, year={2026} }'
  chicago: Fahimi, Miriam. “Luftschlösser Und Rechenzentren.” <i>Mosaik</i>, 2026.
  ieee: M. Fahimi, “Luftschlösser und Rechenzentren,” <i>Mosaik</i>, 2026.
  mla: Fahimi, Miriam. “Luftschlösser Und Rechenzentren.” <i>Mosaik</i>, 2026.
  short: M. Fahimi, Mosaik (2026).
date_created: 2026-10-13T13:18:04Z
date_updated: 2026-10-13T13:18:07Z
department:
- _id: '756'
- _id: '26'
language:
- iso: eng
project:
- _id: '1471'
  name: Cultures of the Cryosphere. Infrastructures, Politics and Futures of Artificial
    Cooling
publication: Mosaik
publication_date: 2026-02-26
related_material:
  link:
  - relation: confirmation
    url: https://mosaik-online.at/luftschloesser-und-rechenzentren-fehlender-widerstand-gegen-big-tech-in-wien/
status: public
title: Luftschlösser und Rechenzentren
type: newspaper_article
user_id: '118059'
year: '2026'
...
---
_id: '67515'
author:
- first_name: Miriam
  full_name: Fahimi, Miriam
  id: '118059'
  last_name: Fahimi
  orcid: 0000-0002-0619-3160
citation:
  ama: Fahimi M. Thermischer Teufelskreis der KI. <i>A&#38;W Blog</i>. 2026.
  apa: Fahimi, M. (2026). Thermischer Teufelskreis der KI. <i>A&#38;W Blog</i>.
  bibtex: '@article{Fahimi_2026, title={Thermischer Teufelskreis der KI}, journal={A&#38;W
    Blog}, author={Fahimi, Miriam}, year={2026} }'
  chicago: Fahimi, Miriam. “Thermischer Teufelskreis Der KI.” <i>A&#38;W Blog</i>,
    2026.
  ieee: M. Fahimi, “Thermischer Teufelskreis der KI,” <i>A&#38;W Blog</i>, 2026.
  mla: Fahimi, Miriam. “Thermischer Teufelskreis Der KI.” <i>A&#38;W Blog</i>, 2026.
  short: M. Fahimi, A&#38;W Blog (2026).
date_created: 2026-10-13T13:26:02Z
date_updated: 2026-10-13T13:26:52Z
department:
- _id: '756'
- _id: '26'
language:
- iso: eng
project:
- _id: '1471'
  name: Cultures of the Cryosphere. Infrastructures, Politics and Futures of Artificial
    Cooling
publication: A&W Blog
publication_date: 2026-09-16
related_material:
  link:
  - relation: confirmation
    url: https://www.awblog.at/klima-energie/Thermischer-Teufelskreis-der-KI
status: public
title: Thermischer Teufelskreis der KI
type: newspaper_article
user_id: '118059'
year: '2026'
...
---
_id: '67512'
author:
- first_name: Miriam
  full_name: Fahimi, Miriam
  id: '118059'
  last_name: Fahimi
  orcid: 0000-0002-0619-3160
citation:
  ama: Fahimi M. Can a Data Center Sweat? <i>Platypus CASTAC</i>. 2026.
  apa: Fahimi, M. (2026). Can a Data Center Sweat? <i>Platypus CASTAC</i>.
  bibtex: '@article{Fahimi_2026, title={Can a Data Center Sweat?}, journal={Platypus
    CASTAC}, author={Fahimi, Miriam}, year={2026} }'
  chicago: Fahimi, Miriam. “Can a Data Center Sweat?” <i>Platypus CASTAC</i>, 2026.
  ieee: M. Fahimi, “Can a Data Center Sweat?,” <i>Platypus CASTAC</i>, 2026.
  mla: Fahimi, Miriam. “Can a Data Center Sweat?” <i>Platypus CASTAC</i>, 2026.
  short: M. Fahimi, Platypus CASTAC (2026).
date_created: 2026-10-13T13:10:07Z
date_updated: 2026-10-13T13:10:12Z
department:
- _id: '756'
- _id: '26'
language:
- iso: eng
project:
- _id: '1471'
  name: Cultures of the Cryosphere. Infrastructures, Politics and Futures of Artificial
    Cooling
publication: Platypus CASTAC
publication_date: 2026-08-07
related_material:
  link:
  - relation: confirmation
    url: https://blog.castac.org/2026/08/can-a-data-center-sweat/
status: public
title: Can a Data Center Sweat?
type: newspaper_article
user_id: '118059'
year: '2026'
...
---
_id: '67510'
citation:
  ama: 'Nora K, Martin C, eds. <i>Interview: Der Saure Regen Aus Der Cloud. Rechenzentren
    Als Geopolitik</i>. Vol 42. Mattersburger Kreis; 2026:154-164. doi:<a href="https://doi.org/10.20446/jep-2414-3197-42-2-154">10.20446/jep-2414-3197-42-2-154</a>'
  apa: 'Interview: Der saure Regen aus der Cloud. Rechenzentren als Geopolitik. (2026).
    In K. Nora &#38; C. Martin (Eds.), <i>Journal für Entwicklungspolitik</i> (Vol.
    42, Issue 42, pp. 154–164). Mattersburger Kreis. <a href="https://doi.org/10.20446/jep-2414-3197-42-2-154">https://doi.org/10.20446/jep-2414-3197-42-2-154</a>'
  bibtex: '@book{Nora_Martin_2026, title={Interview: Der saure Regen aus der Cloud.
    Rechenzentren als Geopolitik}, volume={42}, DOI={<a href="https://doi.org/10.20446/jep-2414-3197-42-2-154">10.20446/jep-2414-3197-42-2-154</a>},
    number={42}, journal={Journal für Entwicklungspolitik}, publisher={Mattersburger
    Kreis}, year={2026}, pages={154–164} }'
  chicago: 'Nora, Krenmayr, and Cerny Martin, eds. <i>Interview: Der Saure Regen Aus
    Der Cloud. Rechenzentren Als Geopolitik</i>. <i>Journal Für Entwicklungspolitik</i>.
    Vol. 42. Mattersburger Kreis, 2026. <a href="https://doi.org/10.20446/jep-2414-3197-42-2-154">https://doi.org/10.20446/jep-2414-3197-42-2-154</a>.'
  ieee: 'K. Nora and C. Martin, Eds., <i>Interview: Der saure Regen aus der Cloud.
    Rechenzentren als Geopolitik</i>, vol. 42, no. 42. Mattersburger Kreis, 2026,
    pp. 154–164.'
  mla: 'Nora, Krenmayr, and Cerny Martin, editors. “Interview: Der Saure Regen Aus
    Der Cloud. Rechenzentren Als Geopolitik.” <i>Journal Für Entwicklungspolitik</i>,
    vol. 42, no. 42, Mattersburger Kreis, 2026, pp. 154–64, doi:<a href="https://doi.org/10.20446/jep-2414-3197-42-2-154">10.20446/jep-2414-3197-42-2-154</a>.'
  short: 'K. Nora, C. Martin, eds., Interview: Der Saure Regen Aus Der Cloud. Rechenzentren
    Als Geopolitik, Mattersburger Kreis, 2026.'
conference:
  name: Technology and Technology Conflicts
date_created: 2026-10-13T13:00:05Z
date_updated: 2026-10-13T13:32:59Z
department:
- _id: '756'
- _id: '26'
doi: 10.20446/jep-2414-3197-42-2-154
editor:
- first_name: Krenmayr
  full_name: Nora, Krenmayr
  last_name: Nora
- first_name: Cerny
  full_name: Martin, Cerny
  last_name: Martin
intvolume: '        42'
issue: '42'
language:
- iso: eng
page: 154-164
project:
- _id: '1471'
  name: Cultures of the Cryosphere. Infrastructures, Politics and Futures of Artificial
    Cooling
publication: Journal für Entwicklungspolitik
publication_identifier:
  issn:
  - 0258-2384
  - 2414-3197
publication_status: published
publisher: Mattersburger Kreis
related_material:
  link:
  - relation: confirmation
    url: https://jep-journal.com/ausgabe/technology-and-transformation-conflicts/interview-der-saure-regen-aus-der-cloud-rechenzentren-als-geopolitik/
status: public
title: 'Interview: Der saure Regen aus der Cloud. Rechenzentren als Geopolitik'
type: journal_editor
user_id: '118059'
volume: 42
year: '2026'
...