---
_id: '65061'
abstract:
- lang: eng
text: "Abstract\r\n \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 https://doi.org/10.1093/acprof:oso/9780198715672.24001.0001\r\n
\ ) and offer three structures that can help to organize responsibility
for\r\n decisions made\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 "
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: Social
Explainable AI. Springer Nature Singapore; 2026:157-177. doi:10.1007/978-981-96-5290-7_9'
apa: Rohlfing, K. J., Alpsancar, S., & Schulte, C. (2026). Responsibilities
in sXAI. In Social Explainable AI (pp. 157–177). Springer Nature Singapore.
https://doi.org/10.1007/978-981-96-5290-7_9
bibtex: '@inbook{Rohlfing_Alpsancar_Schulte_2026, place={Singapore}, title={Responsibilities
in sXAI}, DOI={10.1007/978-981-96-5290-7_9},
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 Social Explainable AI, 157–77. Singapore: Springer Nature
Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_9.'
ieee: 'K. J. Rohlfing, S. Alpsancar, and C. Schulte, “Responsibilities in sXAI,”
in Social Explainable AI, Singapore: Springer Nature Singapore, 2026, pp.
157–177.'
mla: Rohlfing, Katharina J., et al. “Responsibilities in SXAI.” Social Explainable
AI, Springer Nature Singapore, 2026, pp. 157–77, doi:10.1007/978-981-96-5290-7_9.
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: "Abstract\r\n \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 tasking
AI fairly\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
\ "
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: Social Explainable AI. Springer Nature Singapore; 2026:557-581.
doi:10.1007/978-981-96-5290-7_29'
apa: Alpsancar, S., & Stamboliev, E. (2026). Tasking AI Fairly. How to Empower
AI Practitioners With sXAI? In Social Explainable AI (pp. 557–581). Springer
Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_29
bibtex: '@inbook{Alpsancar_Stamboliev_2026, place={Singapore}, title={Tasking AI
Fairly. How to Empower AI Practitioners With sXAI?}, DOI={10.1007/978-981-96-5290-7_29},
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 Social Explainable AI, 557–81.
Singapore: Springer Nature Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_29.'
ieee: 'S. Alpsancar and E. Stamboliev, “Tasking AI Fairly. How to Empower AI Practitioners
With sXAI?,” in Social Explainable AI, Singapore: Springer Nature Singapore,
2026, pp. 557–581.'
mla: Alpsancar, Suzana, and Eugenia Stamboliev. “Tasking AI Fairly. How to Empower
AI Practitioners With SXAI?” Social Explainable AI, Springer Nature Singapore,
2026, pp. 557–81, doi:10.1007/978-981-96-5290-7_29.
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: "Abstract\r\n 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)."
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:
Social Explainable AI. Springer Nature Singapore; 2026:583-616. doi:10.1007/978-981-96-5290-7_30'
apa: Alpsancar, S., & Klenk, M. (2026). The Risk of Manipulation and Deception
in sXAI. In Social Explainable AI (pp. 583–616). Springer Nature Singapore.
https://doi.org/10.1007/978-981-96-5290-7_30
bibtex: '@inbook{Alpsancar_Klenk_2026, place={Singapore}, title={The Risk of Manipulation
and Deception in sXAI}, DOI={10.1007/978-981-96-5290-7_30},
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 Social Explainable AI, 583–616. Singapore: Springer Nature
Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_30.'
ieee: 'S. Alpsancar and M. Klenk, “The Risk of Manipulation and Deception in sXAI,”
in Social Explainable AI, Singapore: Springer Nature Singapore, 2026, pp.
583–616.'
mla: Alpsancar, Suzana, and Michael Klenk. “The Risk of Manipulation and Deception
in SXAI.” Social Explainable AI, Springer Nature Singapore, 2026, pp. 583–616,
doi:10.1007/978-981-96-5290-7_30.
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. Social Explainable AI. Communications
of NII Shonan Meetings. Springer; 2026:179-195.'
apa: Reijers, W., & Alpsancar, S. (2026). Values and Norms in sXAI. In K. Rohlfing,
K. Främling, B. Lim, S. Alpsancar, & K. Thommes (Eds.), Social explainable
AI. Communications of NII Shonan Meetings (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
Social Explainable AI. Communications of NII Shonan Meetings, 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 Social explainable
AI. Communications of NII Shonan Meetings, 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.” Social
Explainable AI. Communications of NII Shonan Meetings, 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: "Abstract\r\n 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."
citation:
ama: Rohlfing KJ, Främling K, Lim B, Alpsancar S, Thommes K, eds. Social Explainable
AI. Springer Nature Singapore; 2026. doi:10.1007/978-981-96-5290-7_1
apa: Rohlfing, K. J., Främling, K., Lim, B., Alpsancar, S., & Thommes, K. (Eds.).
(2026). Social Explainable AI. Springer Nature Singapore. https://doi.org/10.1007/978-981-96-5290-7_1
bibtex: '@book{Rohlfing_Främling_Lim_Alpsancar_Thommes_2026, place={Singapore},
title={Social Explainable AI}, DOI={10.1007/978-981-96-5290-7_1},
publisher={Springer Nature Singapore}, year={2026} }'
chicago: 'Rohlfing, Katharina J., Kary Främling, Brian Lim, Suzana Alpsancar, and
Kirsten Thommes, eds. Social Explainable AI. Singapore: Springer Nature
Singapore, 2026. https://doi.org/10.1007/978-981-96-5290-7_1.'
ieee: 'K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K. Thommes, Eds.,
Social Explainable AI. Singapore: Springer Nature Singapore, 2026.'
mla: Rohlfing, Katharina J., et al., editors. Social Explainable AI. Springer
Nature Singapore, 2026, doi:10.1007/978-981-96-5290-7_1.
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: '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.
Jahrbuch Technikphilosophie. 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 Jahrbuch Technikphilosophie (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.” Jahrbuch Technikphilosophie. 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,” Jahrbuch Technikphilosophie, 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.” Jahrbuch Technikphilosophie, 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: '66696'
author:
- first_name: Sven
full_name: Thomas, Sven
id: '94561'
last_name: Thomas
citation:
ama: 'Thomas S. Toni Loh: Feministische Technikphilosophie. Bielefeld: transcript
2025. 324 S. Zeitschrift für Didaktik der Philosophie und Ethik. Published
online 2026.'
apa: 'Thomas, S. (2026). Toni Loh: Feministische Technikphilosophie. Bielefeld:
transcript 2025. 324 S. In Zeitschrift für Didaktik der Philosophie und Ethik.
C.C.Buchner.'
bibtex: '@article{Thomas_2026, place={Bamberg}, title={Toni Loh: Feministische Technikphilosophie.
Bielefeld: transcript 2025. 324 S.}, journal={Zeitschrift für Didaktik der Philosophie
und Ethik}, publisher={C.C.Buchner}, author={Thomas, Sven}, year={2026} }'
chicago: 'Thomas, Sven. “Toni Loh: Feministische Technikphilosophie. Bielefeld:
transcript 2025. 324 S.” Zeitschrift für Didaktik der Philosophie und Ethik.
Bamberg: C.C.Buchner, 2026.'
ieee: 'S. Thomas, “Toni Loh: Feministische Technikphilosophie. Bielefeld: transcript
2025. 324 S.,” Zeitschrift für Didaktik der Philosophie und Ethik. C.C.Buchner,
Bamberg, 2026.'
mla: 'Thomas, Sven. “Toni Loh: Feministische Technikphilosophie. Bielefeld: transcript
2025. 324 S.” Zeitschrift für Didaktik der Philosophie und Ethik, C.C.Buchner,
2026.'
short: S. Thomas, Zeitschrift für Didaktik der Philosophie und Ethik (2026).
date_created: 2026-08-11T12:38:21Z
date_updated: 2026-08-11T12:38:26Z
department:
- _id: '756'
- _id: '26'
language:
- iso: ger
place: Bamberg
publication: Zeitschrift für Didaktik der Philosophie und Ethik
publication_status: published
publisher: C.C.Buchner
status: public
title: 'Toni Loh: Feministische Technikphilosophie. Bielefeld: transcript 2025. 324
S.'
type: review
user_id: '94561'
year: '2026'
...
---
_id: '61517'
author:
- first_name: Suzana
full_name: Alpsancar, Suzana
id: '93637'
last_name: Alpsancar
citation:
ama: 'Alpsancar S. Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der
Computerisierung des Botanischen Gartens und Botanischen Museums Berlin. In: Hashagen
U, Seising R, eds. Algorithmische Wissenskulturen. Der Einfluss des Computers
auf die Wissenschaftsentwicklung. Die blaue Stunde der Informatik. Springer;
2025:327–365. doi:10.1007/978-3-658-35560-9_14'
apa: Alpsancar, S. (2025). Algorithmische Kulturen des Pflanzensammelns? Das Beispiel
der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin. In
U. Hashagen & R. Seising (Eds.), Algorithmische Wissenskulturen. Der Einfluss
des Computers auf die Wissenschaftsentwicklung (pp. 327–365). Springer. https://doi.org/10.1007/978-3-658-35560-9_14
bibtex: '@inbook{Alpsancar_2025, place={Wiesbaden}, series={Die blaue Stunde der
Informatik}, title={Algorithmische Kulturen des Pflanzensammelns? Das Beispiel
der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin},
DOI={10.1007/978-3-658-35560-9_14},
booktitle={Algorithmische Wissenskulturen. Der Einfluss des Computers auf die
Wissenschaftsentwicklung}, publisher={Springer}, author={Alpsancar, Suzana}, editor={Hashagen,
Ulf and Seising, Rudolf}, year={2025}, pages={327–365}, collection={Die blaue
Stunde der Informatik} }'
chicago: 'Alpsancar, Suzana. “Algorithmische Kulturen des Pflanzensammelns? Das
Beispiel der Computerisierung des Botanischen Gartens und Botanischen Museums
Berlin.” In Algorithmische Wissenskulturen. Der Einfluss des Computers auf
die Wissenschaftsentwicklung, edited by Ulf Hashagen and Rudolf Seising, 327–365.
Die blaue Stunde der Informatik. Wiesbaden: Springer, 2025. https://doi.org/10.1007/978-3-658-35560-9_14.'
ieee: 'S. Alpsancar, “Algorithmische Kulturen des Pflanzensammelns? Das Beispiel
der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin,”
in Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung,
U. Hashagen and R. Seising, Eds. Wiesbaden: Springer, 2025, pp. 327–365.'
mla: Alpsancar, Suzana. “Algorithmische Kulturen des Pflanzensammelns? Das Beispiel
der Computerisierung des Botanischen Gartens und Botanischen Museums Berlin.”
Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung,
edited by Ulf Hashagen and Rudolf Seising, Springer, 2025, pp. 327–365, doi:10.1007/978-3-658-35560-9_14.
short: 'S. Alpsancar, in: U. Hashagen, R. Seising (Eds.), Algorithmische Wissenskulturen.
Der Einfluss des Computers auf die Wissenschaftsentwicklung, Springer, Wiesbaden,
2025, pp. 327–365.'
date_created: 2025-10-05T15:29:31Z
date_updated: 2025-11-18T09:31:23Z
department:
- _id: '26'
- _id: '756'
doi: 10.1007/978-3-658-35560-9_14
editor:
- first_name: Ulf
full_name: Hashagen, Ulf
last_name: Hashagen
- first_name: Rudolf
full_name: Seising, Rudolf
last_name: Seising
language:
- iso: ger
page: 327–365
place: Wiesbaden
publication: Algorithmische Wissenskulturen. Der Einfluss des Computers auf die Wissenschaftsentwicklung
publication_identifier:
isbn:
- '9783658355593'
- '9783658355609'
issn:
- 2730-7425
- 2730-7433
publication_status: published
publisher: Springer
series_title: Die blaue Stunde der Informatik
status: public
title: Algorithmische Kulturen des Pflanzensammelns? Das Beispiel der Computerisierung
des Botanischen Gartens und Botanischen Museums Berlin
type: book_chapter
user_id: '93637'
year: '2025'
...
---
_id: '59917'
abstract:
- lang: eng
text: nder the slogan of trustworthy AI, much of contemporary AI research is focused
on designing AI systems and usage practices that inspire human trust and, thus,
enhance adoption of AI systems. However, a person affected by an AI system may
not be convinced by AI system design alone---neither should they, if the AI system
is embedded in a social context that gives good reason to believe that it is used
in tension with a person’s interest. In such cases, distrust in the system may
be justified and necessary to build meaningful trust in the first place. We propose
the term \emph{healthy distrust} to describe such a justified, careful stance
towards certain AI usage practices. We investigate prior notions of trust and
distrust in computer science, sociology, history, psychology, and philosophy,
outline a remaining gap that healthy distrust might fill and conceptualize healthy
distrust as a crucial part for AI usage that respects human autonomy.
author:
- first_name: Benjamin
full_name: Paaßen, Benjamin
last_name: Paaßen
- first_name: Suzana
full_name: Alpsancar, Suzana
id: '93637'
last_name: Alpsancar
- first_name: Tobias
full_name: Matzner, Tobias
id: '65695'
last_name: Matzner
- first_name: Ingrid
full_name: Scharlau, Ingrid
id: '451'
last_name: Scharlau
orcid: 0000-0003-2364-9489
citation:
ama: Paaßen B, Alpsancar S, Matzner T, Scharlau I. Healthy Distrust in AI systems.
arXiv. Published online 2025.
apa: Paaßen, B., Alpsancar, S., Matzner, T., & Scharlau, I. (2025). Healthy
Distrust in AI systems. In arXiv.
bibtex: '@article{Paaßen_Alpsancar_Matzner_Scharlau_2025, title={Healthy Distrust
in AI systems}, journal={arXiv}, author={Paaßen, Benjamin and Alpsancar, Suzana
and Matzner, Tobias and Scharlau, Ingrid}, year={2025} }'
chicago: Paaßen, Benjamin, Suzana Alpsancar, Tobias Matzner, and Ingrid Scharlau.
“Healthy Distrust in AI Systems.” ArXiv, 2025.
ieee: B. Paaßen, S. Alpsancar, T. Matzner, and I. Scharlau, “Healthy Distrust in
AI systems,” arXiv. 2025.
mla: Paaßen, Benjamin, et al. “Healthy Distrust in AI Systems.” ArXiv, 2025.
short: B. Paaßen, S. Alpsancar, T. Matzner, I. Scharlau, ArXiv (2025).
date_created: 2025-05-16T09:39:13Z
date_updated: 2025-11-18T09:38:01Z
department:
- _id: '424'
- _id: '26'
- _id: '756'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://arxiv.org/abs/2505.09747
oa: '1'
project:
- _id: '122'
name: 'TRR 318 - B3: TRR 318 - Subproject B3'
- _id: '124'
name: 'TRR 318 - C1: TRR 318 - Subproject C1 - Gesundes Misstrauen in Erklärungen'
- _id: '370'
name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
KI'
publication: arXiv
status: public
title: Healthy Distrust in AI systems
type: preprint
user_id: '93637'
year: '2025'
...
---
_id: '62028'
abstract:
- lang: eng
text: 'Explainable AI (XAI) methods can support the identification of biases in
automated decision-making (ADM) systems. However, existing research does not sufficiently
address whether these biases originate from the ADM system or mirror underlying
societal inequalities. This distinction is important because it has major implications
for how to act upon an explanation: while the societal bias produced by the ADM
system can be algorithmically fixed, societal inequalities demand societal actions.
To address this gap, we propose the RR-XAI-framework (recognition-redistribution
through XAI) that builds on a distinction between socio-technical and societal
bias and Nancy Fraser''s justice theory of recognition and redistribution. In
our framework, explanations can play two distinct roles: as a socio-technical
diagnosis when they reveal biases produced by the ADM system itself, or as a societal
diagnosis when they expose biases that reflect broader societal inequalities.
We then outline the operationalization of the framework and discuss its applicability
for cases in algorithmic hiring and credit scoring. Based on our findings, we
argue that the diagnostic functions of XAI are contingent on the provision of
such explanations, the resources of the audiences, as well as the current limits
of XAI techniques.'
article_type: original
author:
- first_name: Miriam
full_name: Fahimi, Miriam
id: '118059'
last_name: Fahimi
orcid: 0000-0002-0619-3160
- first_name: Laura
full_name: State, Laura
last_name: State
- first_name: Atoosa
full_name: Kasirzadeh, Atoosa
last_name: Kasirzadeh
citation:
ama: 'Fahimi M, State L, Kasirzadeh A. From Explaining to Diagnosing: A Justice-Oriented
Framework of Explainable AI for Bias Detection. Proceedings of the AAAI/ACM
Conference on AI, Ethics, and Society. 2025;8(1):879-892. doi:10.1609/aies.v8i1.36597'
apa: 'Fahimi, M., State, L., & Kasirzadeh, A. (2025). From Explaining to Diagnosing:
A Justice-Oriented Framework of Explainable AI for Bias Detection. Proceedings
of the AAAI/ACM Conference on AI, Ethics, and Society, 8(1), 879–892.
https://doi.org/10.1609/aies.v8i1.36597'
bibtex: '@article{Fahimi_State_Kasirzadeh_2025, title={From Explaining to Diagnosing:
A Justice-Oriented Framework of Explainable AI for Bias Detection}, volume={8},
DOI={10.1609/aies.v8i1.36597},
number={1}, journal={Proceedings of the AAAI/ACM Conference on AI, Ethics, and
Society}, publisher={Association for the Advancement of Artificial Intelligence
(AAAI)}, author={Fahimi, Miriam and State, Laura and Kasirzadeh, Atoosa}, year={2025},
pages={879–892} }'
chicago: 'Fahimi, Miriam, Laura State, and Atoosa Kasirzadeh. “From Explaining to
Diagnosing: A Justice-Oriented Framework of Explainable AI for Bias Detection.”
Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society 8, no.
1 (2025): 879–92. https://doi.org/10.1609/aies.v8i1.36597.'
ieee: 'M. Fahimi, L. State, and A. Kasirzadeh, “From Explaining to Diagnosing: A
Justice-Oriented Framework of Explainable AI for Bias Detection,” Proceedings
of the AAAI/ACM Conference on AI, Ethics, and Society, vol. 8, no. 1, pp.
879–892, 2025, doi: 10.1609/aies.v8i1.36597.'
mla: 'Fahimi, Miriam, et al. “From Explaining to Diagnosing: A Justice-Oriented
Framework of Explainable AI for Bias Detection.” Proceedings of the AAAI/ACM
Conference on AI, Ethics, and Society, vol. 8, no. 1, Association for the
Advancement of Artificial Intelligence (AAAI), 2025, pp. 879–92, doi:10.1609/aies.v8i1.36597.'
short: M. Fahimi, L. State, A. Kasirzadeh, Proceedings of the AAAI/ACM Conference
on AI, Ethics, and Society 8 (2025) 879–892.
date_created: 2025-10-31T15:05:38Z
date_updated: 2025-11-18T10:09:40Z
department:
- _id: '756'
- _id: '26'
doi: 10.1609/aies.v8i1.36597
intvolume: ' 8'
issue: '1'
language:
- iso: eng
page: 879-892
publication: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society
publication_identifier:
issn:
- 3065-8365
publication_status: published
publisher: Association for the Advancement of Artificial Intelligence (AAAI)
status: public
title: 'From Explaining to Diagnosing: A Justice-Oriented Framework of Explainable
AI for Bias Detection'
type: journal_article
user_id: '118059'
volume: 8
year: '2025'
...
---
_id: '62229'
abstract:
- lang: eng
text: In 2024, the EU adopted the AI Act, a new set of rules for trustworthy artificial
intelligence. This legal instrument carves a large place for standardisation,
a regulatory technique that consists in crafting so-called harmonised technical
standards, to facilitate legal compliance by industry stakeholders. While EU technical
standards have been used in the past for ensuring product safety, for the first
time the AI Act relies on standardisation to facilitate compliance with fundamental
rights, including the right to non-discrimination and equality. The attempt to
translate inherently open-textured rights and ethical principles into operationalizable
standards raises critical questions. In particular, how will standardisation practices
under the new EU AI Act affect, transform, contest and stabilise notions of equality
and non-discrimination in an increasingly algorithmic society? This paper proposes
a research agenda to address this question and unpack the black box of AI standardisation.
author:
- first_name: Raphaële
full_name: Xenidis, Raphaële
last_name: Xenidis
- first_name: Miriam
full_name: Fahimi, Miriam
id: '118059'
last_name: Fahimi
orcid: 0000-0002-0619-3160
citation:
ama: 'Xenidis R, Fahimi M. Standardising Equality in the Algorithmic Society? A
Research Agenda. In: Proceedings of Fourth European Workshop on Algorithmic
Fairness. PMLR; 2025:310–314.'
apa: Xenidis, R., & Fahimi, M. (2025). Standardising Equality in the Algorithmic
Society? A Research Agenda. Proceedings of Fourth European Workshop on Algorithmic
Fairness, 310–314.
bibtex: '@inproceedings{Xenidis_Fahimi_2025, title={Standardising Equality in the
Algorithmic Society? A Research Agenda}, booktitle={Proceedings of Fourth European
Workshop on Algorithmic Fairness}, publisher={PMLR}, author={Xenidis, Raphaële
and Fahimi, Miriam}, year={2025}, pages={310–314} }'
chicago: Xenidis, Raphaële, and Miriam Fahimi. “Standardising Equality in the Algorithmic
Society? A Research Agenda.” In Proceedings of Fourth European Workshop on
Algorithmic Fairness, 310–314. PMLR, 2025.
ieee: R. Xenidis and M. Fahimi, “Standardising Equality in the Algorithmic Society?
A Research Agenda,” in Proceedings of Fourth European Workshop on Algorithmic
Fairness, 2025, pp. 310–314.
mla: Xenidis, Raphaële, and Miriam Fahimi. “Standardising Equality in the Algorithmic
Society? A Research Agenda.” Proceedings of Fourth European Workshop on Algorithmic
Fairness, PMLR, 2025, pp. 310–314.
short: 'R. Xenidis, M. Fahimi, in: Proceedings of Fourth European Workshop on Algorithmic
Fairness, PMLR, 2025, pp. 310–314.'
date_created: 2025-11-18T09:59:34Z
date_updated: 2025-11-18T10:02:20Z
department:
- _id: '756'
- _id: '26'
language:
- iso: eng
page: 310–314
publication: Proceedings of Fourth European Workshop on Algorithmic Fairness
publisher: PMLR
status: public
title: Standardising Equality in the Algorithmic Society? A Research Agenda
type: conference
user_id: '118059'
year: '2025'
...
---
_id: '57531'
author:
- first_name: Suzana
full_name: Alpsancar, Suzana
id: '93637'
last_name: Alpsancar
- first_name: Heike M.
full_name: Buhl, Heike M.
id: '27152'
last_name: Buhl
- first_name: Tobias
full_name: Matzner, Tobias
id: '65695'
last_name: Matzner
- first_name: Ingrid
full_name: Scharlau, Ingrid
id: '451'
last_name: Scharlau
orcid: 0000-0003-2364-9489
citation:
ama: 'Alpsancar S, Buhl HM, Matzner T, Scharlau I. Explanation needs and ethical
demands: unpacking the instrumental value of XAI. AI and Ethics. 2025;5:3015–3033.
doi:https://doi.org/10.1007/s43681-024-00622-3'
apa: 'Alpsancar, S., Buhl, H. M., Matzner, T., & Scharlau, I. (2025). Explanation
needs and ethical demands: unpacking the instrumental value of XAI. AI and
Ethics, 5, 3015–3033. https://doi.org/10.1007/s43681-024-00622-3'
bibtex: '@article{Alpsancar_Buhl_Matzner_Scharlau_2025, title={Explanation needs
and ethical demands: unpacking the instrumental value of XAI}, volume={5}, DOI={https://doi.org/10.1007/s43681-024-00622-3},
journal={AI and Ethics}, publisher={Springer}, author={Alpsancar, Suzana and Buhl,
Heike M. and Matzner, Tobias and Scharlau, Ingrid}, year={2025}, pages={3015–3033}
}'
chicago: 'Alpsancar, Suzana, Heike M. Buhl, Tobias Matzner, and Ingrid Scharlau.
“Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.”
AI and Ethics 5 (2025): 3015–3033. https://doi.org/10.1007/s43681-024-00622-3.'
ieee: 'S. Alpsancar, H. M. Buhl, T. Matzner, and I. Scharlau, “Explanation needs
and ethical demands: unpacking the instrumental value of XAI,” AI and Ethics,
vol. 5, pp. 3015–3033, 2025, doi: https://doi.org/10.1007/s43681-024-00622-3.'
mla: 'Alpsancar, Suzana, et al. “Explanation Needs and Ethical Demands: Unpacking
the Instrumental Value of XAI.” AI and Ethics, vol. 5, Springer, 2025,
pp. 3015–3033, doi:https://doi.org/10.1007/s43681-024-00622-3.'
short: S. Alpsancar, H.M. Buhl, T. Matzner, I. Scharlau, AI and Ethics 5 (2025)
3015–3033.
date_created: 2024-12-02T08:32:00Z
date_updated: 2025-11-25T21:27:44Z
department:
- _id: '756'
- _id: '26'
doi: https://doi.org/10.1007/s43681-024-00622-3
intvolume: ' 5'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 3015–3033
project:
- _id: '370'
name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
KI'
- _id: '111'
name: 'TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)'
- _id: '114'
name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: AI and Ethics
publication_status: published
publisher: Springer
related_material:
link:
- relation: confirmation
url: https://links.springernature.com/f/a/xjbXcT06ufIgbHT1duGaHQ~~/AABE5gA~/RgRpMhXcP0SiaHR0cHM6Ly9saW5rLnNwcmluZ2VyLmNvbS8xMC4xMDA3L3M0MzY4MS0wMjQtMDA2MjItMz91dG1fc291cmNlPXJjdF9jb25ncmF0ZW1haWx0JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPW9hXzIwMjQxMjAzJnV0bV9jb250ZW50PTEwLjEwMDcvczQzNjgxLTAyNC0wMDYyMi0zVwNzcGNCCmdG3JBPZxsDc2FSIXN1emFuYS5hbHBzYW5jYXJAdW5pLXBhZGVyYm9ybi5kZVgEAAAHLA~~
status: public
title: 'Explanation needs and ethical demands: unpacking the instrumental value of
XAI'
type: journal_article
user_id: '93637'
volume: 5
year: '2025'
...
---
_id: '62305'
author:
- first_name: Wessel
full_name: Reijers, Wessel
id: '102524'
last_name: Reijers
orcid: 0000-0003-2505-1587
- first_name: Tobias
full_name: Matzner, Tobias
id: '65695'
last_name: Matzner
- first_name: Suzana
full_name: Alpsancar, Suzana
id: '93637'
last_name: Alpsancar
citation:
ama: 'Reijers W, Matzner T, Alpsancar S. Explainability and AI Governance. In: Farina
M, Yu X, Chen J, eds. Digital Development. Technology, Ethics and Governance.
Routledge; 2025. doi:10.4324/9781003567622-22'
apa: Reijers, W., Matzner, T., & Alpsancar, S. (2025). Explainability and AI
Governance. In M. Farina, X. Yu, & J. Chen (Eds.), Digital Development.
Technology, Ethics and Governance. Routledge. https://doi.org/10.4324/9781003567622-22
bibtex: '@inbook{Reijers_Matzner_Alpsancar_2025, place={New York}, title={Explainability
and AI Governance}, DOI={10.4324/9781003567622-22},
booktitle={Digital Development. Technology, Ethics and Governance}, publisher={Routledge},
author={Reijers, Wessel and Matzner, Tobias and Alpsancar, Suzana}, editor={Farina,
Mirko and Yu, Xiao and Chen, Jin}, year={2025} }'
chicago: 'Reijers, Wessel, Tobias Matzner, and Suzana Alpsancar. “Explainability
and AI Governance.” In Digital Development. Technology, Ethics and Governance,
edited by Mirko Farina, Xiao Yu, and Jin Chen. New York: Routledge, 2025. https://doi.org/10.4324/9781003567622-22.'
ieee: 'W. Reijers, T. Matzner, and S. Alpsancar, “Explainability and AI Governance,”
in Digital Development. Technology, Ethics and Governance, M. Farina, X.
Yu, and J. Chen, Eds. New York: Routledge, 2025.'
mla: Reijers, Wessel, et al. “Explainability and AI Governance.” Digital Development.
Technology, Ethics and Governance, edited by Mirko Farina et al., Routledge,
2025, doi:10.4324/9781003567622-22.
short: 'W. Reijers, T. Matzner, S. Alpsancar, in: M. Farina, X. Yu, J. Chen (Eds.),
Digital Development. Technology, Ethics and Governance, Routledge, New York, 2025.'
date_created: 2025-11-25T17:58:04Z
date_updated: 2025-11-25T21:25:31Z
department:
- _id: '26'
- _id: '756'
- _id: '660'
doi: 10.4324/9781003567622-22
editor:
- first_name: 'Mirko '
full_name: 'Farina, Mirko '
last_name: Farina
- first_name: 'Xiao '
full_name: 'Yu, Xiao '
last_name: Yu
- first_name: Jin
full_name: Chen, Jin
last_name: Chen
language:
- iso: eng
place: New York
project:
- _id: '370'
name: 'TRR 318; TP B06: Ethik und Normativität der erklärbaren KI'
publication: Digital Development. Technology, Ethics and Governance
publication_identifier:
isbn:
- '9781003567622'
publication_status: published
publisher: Routledge
status: public
title: Explainability and AI Governance
type: book_chapter
user_id: '93637'
year: '2025'
...
---
_id: '62029'
author:
- first_name: Miriam
full_name: Fahimi, Miriam
id: '118059'
last_name: Fahimi
orcid: 0000-0002-0619-3160
- first_name: Katharina
full_name: Kinder-Kurlanda, Katharina
last_name: Kinder-Kurlanda
citation:
ama: Fahimi M, Kinder-Kurlanda K. Friction in the Materialities of Value. Relating
Transparency, Algorithms and Credit Scoring. Digital Culture & Society.
2025;9(2):141-160. doi:10.14361/dcs-2023-0208
apa: Fahimi, M., & Kinder-Kurlanda, K. (2025). Friction in the Materialities
of Value. Relating Transparency, Algorithms and Credit Scoring. Digital Culture
& Society, 9(2), 141–160. https://doi.org/10.14361/dcs-2023-0208
bibtex: '@article{Fahimi_Kinder-Kurlanda_2025, title={Friction in the Materialities
of Value. Relating Transparency, Algorithms and Credit Scoring}, volume={9}, DOI={10.14361/dcs-2023-0208}, number={2},
journal={Digital Culture & Society}, publisher={Transcript Verlag}, author={Fahimi,
Miriam and Kinder-Kurlanda, Katharina}, year={2025}, pages={141–160} }'
chicago: 'Fahimi, Miriam, and Katharina Kinder-Kurlanda. “Friction in the Materialities
of Value. Relating Transparency, Algorithms and Credit Scoring.” Digital Culture
& Society 9, no. 2 (2025): 141–60. https://doi.org/10.14361/dcs-2023-0208.'
ieee: 'M. Fahimi and K. Kinder-Kurlanda, “Friction in the Materialities of Value.
Relating Transparency, Algorithms and Credit Scoring,” Digital Culture &
Society, vol. 9, no. 2, pp. 141–160, 2025, doi: 10.14361/dcs-2023-0208.'
mla: Fahimi, Miriam, and Katharina Kinder-Kurlanda. “Friction in the Materialities
of Value. Relating Transparency, Algorithms and Credit Scoring.” Digital Culture
& Society, vol. 9, no. 2, Transcript Verlag, 2025, pp. 141–60, doi:10.14361/dcs-2023-0208.
short: M. Fahimi, K. Kinder-Kurlanda, Digital Culture & Society 9 (2025) 141–160.
date_created: 2025-10-31T15:07:42Z
date_updated: 2025-12-04T18:42:03Z
doi: 10.14361/dcs-2023-0208
extern: '1'
intvolume: ' 9'
issue: '2'
language:
- iso: ger
page: 141-160
publication: Digital Culture & Society
publication_identifier:
issn:
- 2364-2114
- 2364-2122
publication_status: published
publisher: Transcript Verlag
status: public
title: Friction in the Materialities of Value. Relating Transparency, Algorithms and
Credit Scoring
type: journal_article
user_id: '118059'
volume: 9
year: '2025'
...
---
_id: '60820'
author:
- first_name: Martina
full_name: Philippi, Martina
id: '100856'
last_name: Philippi
citation:
ama: 'Philippi M. Die Ambivalenz von Sichtbarkeit. Ethische Perspektiven auf die
digitale Transformation. In: ; 2025.'
apa: Philippi, M. (2025). Die Ambivalenz von Sichtbarkeit. Ethische Perspektiven
auf die digitale Transformation. Sorbische Lebenswelten im digitalen Zeitalter,
BTU Cottbus-Senftenberg, Cottbus.
bibtex: '@inproceedings{Philippi_2025, title={Die Ambivalenz von Sichtbarkeit. Ethische
Perspektiven auf die digitale Transformation}, author={Philippi, Martina}, year={2025}
}'
chicago: Philippi, Martina. “Die Ambivalenz von Sichtbarkeit. Ethische Perspektiven
Auf Die Digitale Transformation,” 2025.
ieee: M. Philippi, “Die Ambivalenz von Sichtbarkeit. Ethische Perspektiven auf die
digitale Transformation,” presented at the Sorbische Lebenswelten im digitalen
Zeitalter, BTU Cottbus-Senftenberg, Cottbus, 2025.
mla: Philippi, Martina. Die Ambivalenz von Sichtbarkeit. Ethische Perspektiven
Auf Die Digitale Transformation. 2025.
short: 'M. Philippi, in: 2025.'
conference:
end_date: 2025-03-21
location: BTU Cottbus-Senftenberg, Cottbus
name: Sorbische Lebenswelten im digitalen Zeitalter
start_date: 2025-03-20
date_created: 2025-07-29T14:06:58Z
date_updated: 2025-07-29T15:11:57Z
language:
- iso: eng
project:
- _id: '370'
grant_number: '438445824'
name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
KI'
related_material:
link:
- relation: confirmation
url: https://www.serbski-institut.de/sorbische-lebenswelten-im-digitalen-zeitalter/
status: public
title: Die Ambivalenz von Sichtbarkeit. Ethische Perspektiven auf die digitale Transformation
type: conference_abstract
user_id: '100856'
year: '2025'
...
---
_id: '60821'
author:
- first_name: Martina
full_name: Philippi, Martina
id: '100856'
last_name: Philippi
citation:
ama: 'Philippi M. Grenzen des Verstehens. In: ; 2025.'
apa: 'Philippi, M. (2025). Grenzen des Verstehens. Hermeneutik - oder: Was
heißt “Verstehen”? Januartagung der Evangelischen Forschungsakademie, Berlin.'
bibtex: '@inproceedings{Philippi_2025, title={Grenzen des Verstehens}, author={Philippi,
Martina}, year={2025} }'
chicago: Philippi, Martina. “Grenzen Des Verstehens,” 2025.
ieee: 'M. Philippi, “Grenzen des Verstehens,” presented at the Hermeneutik - oder:
Was heißt “Verstehen”? Januartagung der Evangelischen Forschungsakademie, Berlin,
2025.'
mla: Philippi, Martina. Grenzen Des Verstehens. 2025.
short: 'M. Philippi, in: 2025.'
conference:
end_date: 2025-01-12
location: Berlin
name: 'Hermeneutik - oder: Was heißt "Verstehen"? Januartagung der Evangelischen
Forschungsakademie'
start_date: 2025-01-10
date_created: 2025-07-29T14:10:40Z
date_updated: 2025-07-29T15:11:51Z
language:
- iso: eng
project:
- _id: '370'
grant_number: '438445824'
name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
KI'
related_material:
link:
- relation: confirmation
url: https://yuus.de/tagungen/
status: public
title: Grenzen des Verstehens
type: conference_abstract
user_id: '100856'
year: '2025'
...
---
_id: '59167'
author:
- first_name: Sven
full_name: Thomas, Sven
id: '94561'
last_name: Thomas
citation:
ama: 'Thomas S. Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung
von Theorie und Praxis. HannahArendtNet. 2025;14(1):240–242. doi:10.57773/HANET.V14I1.607'
apa: 'Thomas, S. (2025). Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild
der Verstrickung von Theorie und Praxis. In HannahArendt.Net (Vol. 14,
Issue 1, pp. 240–242). https://doi.org/10.57773/HANET.V14I1.607'
bibtex: '@article{Thomas_2025, title={Rezension: Thomas Meyers neue Arendt Biographie.
Sinnbild der Verstrickung von Theorie und Praxis}, volume={14}, DOI={10.57773/HANET.V14I1.607},
number={1}, journal={HannahArendt.Net}, author={Thomas, Sven}, year={2025}, pages={240–242}
}'
chicago: 'Thomas, Sven. “Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild
der Verstrickung von Theorie und Praxis.” HannahArendt.Net, 2025. https://doi.org/10.57773/HANET.V14I1.607.'
ieee: 'S. Thomas, “Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der
Verstrickung von Theorie und Praxis,” HannahArendt.Net, vol. 14, no. 1.
pp. 240–242, 2025, doi: 10.57773/HANET.V14I1.607.'
mla: 'Thomas, Sven. “Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der
Verstrickung von Theorie und Praxis.” HannahArendt.Net, vol. 14, no. 1,
2025, pp. 240–242, doi:10.57773/HANET.V14I1.607.'
short: S. Thomas, HannahArendt.Net 14 (2025) 240–242.
date_created: 2025-03-27T06:49:51Z
date_updated: 2026-08-11T12:43:41Z
department:
- _id: '26'
- _id: '756'
doi: 10.57773/HANET.V14I1.607
intvolume: ' 14'
issue: '1'
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://www.hannaharendt.net/index.php/han/article/view/607/1022
oa: '1'
page: 240–242
publication: HannahArendt.Net
publication_status: published
status: public
title: 'Rezension: Thomas Meyers neue Arendt Biographie. Sinnbild der Verstrickung
von Theorie und Praxis'
type: review
user_id: '94561'
volume: 14
year: '2025'
...
---
_id: '59166'
author:
- first_name: Sven
full_name: Thomas, Sven
id: '94561'
last_name: Thomas
citation:
ama: 'Thomas S. Rezension: Hanna Meretoja: Die Nacht der alten Feuer. HannahArendtNet.
2025;14(1):237–239. doi:10.57773/HANET.V14I1.606'
apa: 'Thomas, S. (2025). Rezension: Hanna Meretoja: Die Nacht der alten Feuer. In
HannahArendt.Net (Vol. 14, Issue 1, pp. 237–239). https://doi.org/10.57773/HANET.V14I1.606'
bibtex: '@article{Thomas_2025, title={Rezension: Hanna Meretoja: Die Nacht der alten
Feuer}, volume={14}, DOI={10.57773/HANET.V14I1.606},
number={1}, journal={HannahArendt.Net}, author={Thomas, Sven}, year={2025}, pages={237–239}
}'
chicago: 'Thomas, Sven. “Rezension: Hanna Meretoja: Die Nacht der alten Feuer.”
HannahArendt.Net, 2025. https://doi.org/10.57773/HANET.V14I1.606.'
ieee: 'S. Thomas, “Rezension: Hanna Meretoja: Die Nacht der alten Feuer,” HannahArendt.Net,
vol. 14, no. 1. pp. 237–239, 2025, doi: 10.57773/HANET.V14I1.606.'
mla: 'Thomas, Sven. “Rezension: Hanna Meretoja: Die Nacht der alten Feuer.” HannahArendt.Net,
vol. 14, no. 1, 2025, pp. 237–239, doi:10.57773/HANET.V14I1.606.'
short: S. Thomas, HannahArendt.Net 14 (2025) 237–239.
date_created: 2025-03-27T06:48:27Z
date_updated: 2026-08-11T12:44:01Z
department:
- _id: '26'
- _id: '756'
doi: 10.57773/HANET.V14I1.606
intvolume: ' 14'
issue: '1'
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://www.hannaharendt.net/index.php/han/article/view/606/961
oa: '1'
page: 237–239
publication: HannahArendt.Net
status: public
title: 'Rezension: Hanna Meretoja: Die Nacht der alten Feuer'
type: review
user_id: '94561'
volume: 14
year: '2025'
...
---
_id: '55869'
author:
- first_name: Suzana
full_name: Alpsancar, Suzana
id: '93637'
last_name: Alpsancar
citation:
ama: 'Alpsancar S. Warum und wozu erklärbare KI? Über die Verschiedenheit dreier
paradigmatischer Zwecksetzungen. In: Adolphi R, Alpsancar S, Hahn S, Kettner M,
eds. Philosophische Digitalisierungsforschung Verantwortung, Verständigung,
Vernunft, Macht. transcript; 2024:55-113.'
apa: Alpsancar, S. (2024). Warum und wozu erklärbare KI? Über die Verschiedenheit
dreier paradigmatischer Zwecksetzungen. In R. Adolphi, S. Alpsancar, S. Hahn,
& M. Kettner (Eds.), Philosophische Digitalisierungsforschung Verantwortung,
Verständigung, Vernunft, Macht (pp. 55–113). transcript.
bibtex: '@inbook{Alpsancar_2024, place={Bielefeld}, title={Warum und wozu erklärbare
KI? Über die Verschiedenheit dreier paradigmatischer Zwecksetzungen}, booktitle={
Philosophische Digitalisierungsforschung Verantwortung, Verständigung, Vernunft,
Macht}, publisher={transcript}, author={Alpsancar, Suzana}, editor={Adolphi, Rainer
and Alpsancar, Suzana and Hahn, Susanne and Kettner, Matthias}, year={2024}, pages={55–113}
}'
chicago: 'Alpsancar, Suzana. “Warum Und Wozu Erklärbare KI? Über Die Verschiedenheit
Dreier Paradigmatischer Zwecksetzungen.” In Philosophische Digitalisierungsforschung
Verantwortung, Verständigung, Vernunft, Macht, edited by Rainer Adolphi, Suzana
Alpsancar, Susanne Hahn, and Matthias Kettner, 55–113. Bielefeld: transcript,
2024.'
ieee: 'S. Alpsancar, “Warum und wozu erklärbare KI? Über die Verschiedenheit dreier
paradigmatischer Zwecksetzungen,” in Philosophische Digitalisierungsforschung
Verantwortung, Verständigung, Vernunft, Macht, R. Adolphi, S. Alpsancar, S.
Hahn, and M. Kettner, Eds. Bielefeld: transcript, 2024, pp. 55–113.'
mla: Alpsancar, Suzana. “Warum Und Wozu Erklärbare KI? Über Die Verschiedenheit
Dreier Paradigmatischer Zwecksetzungen.” Philosophische Digitalisierungsforschung
Verantwortung, Verständigung, Vernunft, Macht, edited by Rainer Adolphi et
al., transcript, 2024, pp. 55–113.
short: 'S. Alpsancar, in: R. Adolphi, S. Alpsancar, S. Hahn, M. Kettner (Eds.), Philosophische
Digitalisierungsforschung Verantwortung, Verständigung, Vernunft, Macht, transcript,
Bielefeld, 2024, pp. 55–113.'
date_created: 2024-08-28T18:50:46Z
date_updated: 2024-08-28T18:51:44Z
department:
- _id: '756'
editor:
- first_name: Rainer
full_name: Adolphi, Rainer
last_name: Adolphi
- first_name: Suzana
full_name: Alpsancar, Suzana
last_name: Alpsancar
- first_name: Susanne
full_name: Hahn, Susanne
last_name: Hahn
- first_name: Matthias
full_name: Kettner, Matthias
last_name: Kettner
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://www.transcript-verlag.de/978-3-8376-7497-2/philosophische-digitalisierungsforschung/?number=978-3-8394-7497-6
oa: '1'
page: 55-113
place: Bielefeld
project:
- _id: '370'
grant_number: '438445824'
name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
KI'
publication: ' Philosophische Digitalisierungsforschung Verantwortung, Verständigung,
Vernunft, Macht'
publisher: transcript
quality_controlled: '1'
status: public
title: Warum und wozu erklärbare KI? Über die Verschiedenheit dreier paradigmatischer
Zwecksetzungen
type: book_chapter
user_id: '93637'
year: '2024'
...
---
_id: '62033'
abstract:
- lang: eng
text: AbstractThe literature addressing bias and
fairness in AI models (fair-AI) is growing at a fast
pace, making it difficult for novel researchers and practitioners to have a bird’s-eye
view picture of the field. In particular, many policy initiatives, standards,
and best practices in fair-AI have been proposed for setting principles, procedures,
and knowledge bases to guide and operationalize the management of bias and fairness.
The first objective of this paper is to concisely survey the state-of-the-art
of fair-AI methods and resources, and the main policies on bias in AI, with the
aim of providing such a bird’s-eye guidance for both researchers and practitioners.
The second objective of the paper is to contribute to the policy advice and best
practices state-of-the-art by leveraging from the results of the NoBIAS research
project. We present and discuss a few relevant topics organized around the NoBIAS
architecture, which is made up of a Legal Layer, focusing on the European Union
context, and a Bias Management Layer, focusing on understanding, mitigating, and
accounting for bias.
article_number: '31'
author:
- first_name: Jose M.
full_name: Alvarez, Jose M.
last_name: Alvarez
- first_name: Alejandra Bringas
full_name: Colmenarejo, Alejandra Bringas
last_name: Colmenarejo
- first_name: Alaa
full_name: Elobaid, Alaa
last_name: Elobaid
- first_name: Simone
full_name: Fabbrizzi, Simone
last_name: Fabbrizzi
- first_name: Miriam
full_name: Fahimi, Miriam
id: '118059'
last_name: Fahimi
orcid: 0000-0002-0619-3160
- first_name: Antonio
full_name: Ferrara, Antonio
last_name: Ferrara
- first_name: Siamak
full_name: Ghodsi, Siamak
last_name: Ghodsi
- first_name: Carlos
full_name: Mougan, Carlos
last_name: Mougan
- first_name: Ioanna
full_name: Papageorgiou, Ioanna
last_name: Papageorgiou
- first_name: Paula
full_name: Reyero, Paula
last_name: Reyero
- first_name: Mayra
full_name: Russo, Mayra
last_name: Russo
- first_name: Kristen M.
full_name: Scott, Kristen M.
last_name: Scott
- first_name: Laura
full_name: State, Laura
last_name: State
- first_name: Xuan
full_name: Zhao, Xuan
last_name: Zhao
- first_name: Salvatore
full_name: Ruggieri, Salvatore
last_name: Ruggieri
citation:
ama: Alvarez JM, Colmenarejo AB, Elobaid A, et al. Policy advice and best practices
on bias and fairness in AI. Ethics and Information Technology. 2024;26(2).
doi:10.1007/s10676-024-09746-w
apa: Alvarez, J. M., Colmenarejo, A. B., Elobaid, A., Fabbrizzi, S., Fahimi, M.,
Ferrara, A., Ghodsi, S., Mougan, C., Papageorgiou, I., Reyero, P., Russo, M.,
Scott, K. M., State, L., Zhao, X., & Ruggieri, S. (2024). Policy advice and
best practices on bias and fairness in AI. Ethics and Information Technology,
26(2), Article 31. https://doi.org/10.1007/s10676-024-09746-w
bibtex: '@article{Alvarez_Colmenarejo_Elobaid_Fabbrizzi_Fahimi_Ferrara_Ghodsi_Mougan_Papageorgiou_Reyero_et
al._2024, title={Policy advice and best practices on bias and fairness in AI},
volume={26}, DOI={10.1007/s10676-024-09746-w},
number={231}, journal={Ethics and Information Technology}, publisher={Springer
Science and Business Media LLC}, author={Alvarez, Jose M. and Colmenarejo, Alejandra
Bringas and Elobaid, Alaa and Fabbrizzi, Simone and Fahimi, Miriam and Ferrara,
Antonio and Ghodsi, Siamak and Mougan, Carlos and Papageorgiou, Ioanna and Reyero,
Paula and et al.}, year={2024} }'
chicago: Alvarez, Jose M., Alejandra Bringas Colmenarejo, Alaa Elobaid, Simone Fabbrizzi,
Miriam Fahimi, Antonio Ferrara, Siamak Ghodsi, et al. “Policy Advice and Best
Practices on Bias and Fairness in AI.” Ethics and Information Technology
26, no. 2 (2024). https://doi.org/10.1007/s10676-024-09746-w.
ieee: 'J. M. Alvarez et al., “Policy advice and best practices on bias and
fairness in AI,” Ethics and Information Technology, vol. 26, no. 2, Art.
no. 31, 2024, doi: 10.1007/s10676-024-09746-w.'
mla: Alvarez, Jose M., et al. “Policy Advice and Best Practices on Bias and Fairness
in AI.” Ethics and Information Technology, vol. 26, no. 2, 31, Springer
Science and Business Media LLC, 2024, doi:10.1007/s10676-024-09746-w.
short: J.M. Alvarez, A.B. Colmenarejo, A. Elobaid, S. Fabbrizzi, M. Fahimi, A. Ferrara,
S. Ghodsi, C. Mougan, I. Papageorgiou, P. Reyero, M. Russo, K.M. Scott, L. State,
X. Zhao, S. Ruggieri, Ethics and Information Technology 26 (2024).
date_created: 2025-10-31T15:17:11Z
date_updated: 2025-11-18T09:56:30Z
doi: 10.1007/s10676-024-09746-w
extern: '1'
intvolume: ' 26'
issue: '2'
language:
- iso: eng
publication: Ethics and Information Technology
publication_identifier:
issn:
- 1388-1957
- 1572-8439
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Policy advice and best practices on bias and fairness in AI
type: journal_article
user_id: '118059'
volume: 26
year: '2024'
...