[{"citation":{"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} }","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>","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>.","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>.","short":"K.J. Rohlfing, S. Alpsancar, C. Schulte, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 157–177.","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.","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>"},"project":[{"name":"TRR 318: Erklärbarkeit konstruieren","_id":"109"},{"name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI","_id":"370"}],"place":"Singapore","oa":"1","status":"public","publisher":"Springer Nature Singapore","_id":"65061","page":"157-177","user_id":"93637","publication":"Social Explainable AI","abstract":[{"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>","lang":"eng"}],"date_created":"2026-03-19T10:59:18Z","department":[{"_id":"26"},{"_id":"756"}],"type":"book_chapter","author":[{"last_name":"Rohlfing","first_name":"Katharina J.","orcid":"0000-0002-5676-8233","full_name":"Rohlfing, Katharina J.","id":"50352"},{"full_name":"Alpsancar, Suzana","first_name":"Suzana","last_name":"Alpsancar","id":"93637"},{"first_name":"Carsten","last_name":"Schulte","full_name":"Schulte, Carsten","id":"60311"}],"publication_identifier":{"isbn":["9789819652891","9789819652907"]},"year":"2026","title":"Responsibilities in sXAI","publication_status":"published","date_updated":"2026-03-19T11:53:01Z","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://doi.org/10.1007/978-981-96-5290-7_9","open_access":"1"}],"doi":"10.1007/978-981-96-5290-7_9"},{"publication":"Social Explainable AI","abstract":[{"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>","lang":"eng"}],"date_created":"2026-03-19T11:03:30Z","department":[{"_id":"26"},{"_id":"756"}],"type":"book_chapter","publication_identifier":{"isbn":["9789819652891","9789819652907"]},"author":[{"id":"93637","full_name":"Alpsancar, Suzana","last_name":"Alpsancar","first_name":"Suzana"},{"last_name":"Stamboliev","first_name":"Eugenia","full_name":"Stamboliev, Eugenia"}],"title":"Tasking AI Fairly. How to Empower AI Practitioners With sXAI?","year":"2026","date_updated":"2026-03-19T11:53:42Z","publication_status":"published","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://doi.org/10.1007/978-981-96-5290-7_29","open_access":"1"}],"doi":"10.1007/978-981-96-5290-7_29","citation":{"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>.","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} }","short":"S. Alpsancar, E. Stamboliev, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 557–581.","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>","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>."},"project":[{"name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI","_id":"370"}],"place":"Singapore","oa":"1","status":"public","publisher":"Springer Nature Singapore","_id":"65063","page":"557-581","user_id":"93637"},{"language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":" https://doi.org/10.1007/978-981-96-5290-7_30"}],"doi":"10.1007/978-981-96-5290-7_30","author":[{"id":"93637","first_name":"Suzana","last_name":"Alpsancar","full_name":"Alpsancar, Suzana"},{"full_name":"Klenk, Michael","first_name":"Michael","last_name":"Klenk"}],"publication_identifier":{"isbn":["9789819652891","9789819652907"]},"year":"2026","title":"The Risk of Manipulation and Deception in sXAI","date_updated":"2026-03-19T11:52:00Z","publication_status":"published","date_created":"2026-03-19T11:05:30Z","department":[{"_id":"26"},{"_id":"756"}],"type":"book_chapter","publication":"Social Explainable AI","abstract":[{"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>","lang":"eng"}],"publisher":"Springer Nature Singapore","_id":"65064","page":"583-616","user_id":"93637","status":"public","place":"Singapore","oa":"1","citation":{"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>.","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} }","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>","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.","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>","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>.","short":"S. Alpsancar, M. Klenk, in: Social Explainable AI, Springer Nature Singapore, Singapore, 2026, pp. 583–616."},"project":[{"name":"TRR 318: Erklärbarkeit konstruieren","_id":"109"},{"_id":"370","name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI"}]},{"department":[{"_id":"26"},{"_id":"756"}],"type":"book_chapter","date_created":"2025-11-30T07:54:44Z","related_material":{"link":[{"url":"https://link.springer.com/book/9789819652891","relation":"confirmation"}]},"publication":"Social explainable AI. Communications of NII Shonan Meetings","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://doi.org/10.1007/978-981-96-5290-7_10","open_access":"1"}],"date_updated":"2026-03-19T10:58:47Z","publication_status":"published","author":[{"id":"102524","full_name":"Reijers, Wessel","first_name":"Wessel","last_name":"Reijers","orcid":"0000-0003-2505-1587"},{"id":"93637","full_name":"Alpsancar, Suzana","first_name":"Suzana","last_name":"Alpsancar"}],"title":"Values and Norms in sXAI","year":"2026","oa":"1","place":"Singapore","quality_controlled":"1","citation":{"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.","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.","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.","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.","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.","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} }","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."},"editor":[{"last_name":"Rohlfing","first_name":"Katharina","full_name":"Rohlfing, Katharina"},{"last_name":"Främling","first_name":"Kary","full_name":"Främling, Kary"},{"full_name":"Lim, Brian","first_name":"Brian","last_name":"Lim"},{"first_name":"Suzana","last_name":"Alpsancar","full_name":"Alpsancar, Suzana"},{"last_name":"Thommes","first_name":"Kirsten","full_name":"Thommes, Kirsten"}],"user_id":"93637","_id":"62709","publisher":"Springer","page":"179-195","status":"public"},{"editor":[{"id":"50352","full_name":"Rohlfing, Katharina J.","last_name":"Rohlfing","first_name":"Katharina J.","orcid":"0000-0002-5676-8233"},{"full_name":"Främling, Kary","last_name":"Främling","first_name":"Kary"},{"last_name":"Lim","first_name":"Brian","full_name":"Lim, Brian"},{"id":"93637","full_name":"Alpsancar, Suzana","first_name":"Suzana","last_name":"Alpsancar"},{"full_name":"Thommes, Kirsten","first_name":"Kirsten","last_name":"Thommes","id":"72497"}],"user_id":"93637","_id":"65065","publisher":"Springer Nature Singapore","status":"public","oa":"1","place":"Singapore","project":[{"name":"TRR 318: Erklärbarkeit konstruieren","_id":"109"}],"citation":{"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>","ieee":"K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K. Thommes, Eds., <i>Social Explainable AI</i>. Singapore: Springer Nature Singapore, 2026.","short":"K.J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes, eds., Social Explainable AI, Springer Nature Singapore, Singapore, 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>.","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>.","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>","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} }"},"doi":"10.1007/978-981-96-5290-7_1","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://link.springer.com/book/10.1007/978-981-96-5290-7"}],"date_updated":"2026-03-19T11:59:42Z","publication_status":"published","publication_identifier":{"isbn":["9789819652891","9789819652907"]},"title":"Social Explainable AI","year":"2026","department":[{"_id":"26"},{"_id":"756"}],"type":"book_editor","date_created":"2026-03-19T11:55:17Z","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>"}]},{"type":"review","department":[{"_id":"756"},{"_id":"26"}],"place":"Baden-Baden","date_created":"2026-06-30T11:25:19Z","publication":"Jahrbuch Technikphilosophie","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.","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} }","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.","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.","short":"S. Thomas, Jahrbuch Technikphilosophie 11 (2026).","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.","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. 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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} }"},"place":"Wiesbaden"},{"date_updated":"2025-11-18T09:38:01Z","author":[{"full_name":"Paaßen, Benjamin","first_name":"Benjamin","last_name":"Paaßen"},{"id":"93637","full_name":"Alpsancar, Suzana","last_name":"Alpsancar","first_name":"Suzana"},{"first_name":"Tobias","last_name":"Matzner","full_name":"Matzner, Tobias","id":"65695"},{"first_name":"Ingrid","orcid":"0000-0003-2364-9489","last_name":"Scharlau","full_name":"Scharlau, Ingrid","id":"451"}],"title":"Healthy Distrust in AI systems","status":"public","year":"2025","user_id":"93637","language":[{"iso":"eng"}],"_id":"59917","main_file_link":[{"url":"https://arxiv.org/abs/2505.09747","open_access":"1"}],"project":[{"name":"TRR 318 - B3: TRR 318 - Subproject B3","_id":"122"},{"name":"TRR 318 - C1: TRR 318 - Subproject C1 - Gesundes Misstrauen in Erklärungen","_id":"124"},{"_id":"370","name":"TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren KI"}],"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."}],"citation":{"ieee":"B. Paaßen, S. Alpsancar, T. Matzner, and I. Scharlau, “Healthy Distrust in AI systems,” <i>arXiv</i>. 2025.","apa":"Paaßen, B., Alpsancar, S., Matzner, T., &#38; Scharlau, I. (2025). Healthy Distrust in AI systems. In <i>arXiv</i>.","short":"B. Paaßen, S. Alpsancar, T. Matzner, I. Scharlau, ArXiv (2025).","chicago":"Paaßen, Benjamin, Suzana Alpsancar, Tobias Matzner, and Ingrid Scharlau. “Healthy Distrust in AI Systems.” <i>ArXiv</i>, 2025.","mla":"Paaßen, Benjamin, et al. “Healthy Distrust in AI Systems.” <i>ArXiv</i>, 2025.","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} }","ama":"Paaßen B, Alpsancar S, Matzner T, Scharlau I. Healthy Distrust in AI systems. <i>arXiv</i>. Published online 2025."},"publication":"arXiv","department":[{"_id":"424"},{"_id":"26"},{"_id":"756"}],"oa":"1","type":"preprint","date_created":"2025-05-16T09:39:13Z"},{"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."}],"citation":{"ama":"Xenidis R, Fahimi M. Standardising Equality in the Algorithmic Society? A Research Agenda. In: <i>Proceedings of Fourth European Workshop on Algorithmic Fairness</i>. PMLR; 2025:310–314.","short":"R. Xenidis, M. Fahimi, in: Proceedings of Fourth European Workshop on Algorithmic Fairness, PMLR, 2025, pp. 310–314.","chicago":"Xenidis, Raphaële, and Miriam Fahimi. “Standardising Equality in the Algorithmic Society? A Research Agenda.” In <i>Proceedings of Fourth European Workshop on Algorithmic Fairness</i>, 310–314. PMLR, 2025.","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} }","mla":"Xenidis, Raphaële, and Miriam Fahimi. “Standardising Equality in the Algorithmic Society? A Research Agenda.” <i>Proceedings of Fourth European Workshop on Algorithmic Fairness</i>, PMLR, 2025, pp. 310–314.","apa":"Xenidis, R., &#38; Fahimi, M. (2025). Standardising Equality in the Algorithmic Society? A Research Agenda. <i>Proceedings of Fourth European Workshop on Algorithmic Fairness</i>, 310–314.","ieee":"R. Xenidis and M. Fahimi, “Standardising Equality in the Algorithmic Society? A Research Agenda,” in <i>Proceedings of Fourth European Workshop on Algorithmic Fairness</i>, 2025, pp. 310–314."},"publication":"Proceedings of Fourth European Workshop on Algorithmic Fairness","department":[{"_id":"756"},{"_id":"26"}],"type":"conference","date_created":"2025-11-18T09:59:34Z","date_updated":"2025-11-18T10:02:20Z","author":[{"first_name":"Raphaële","last_name":"Xenidis","full_name":"Xenidis, Raphaële"},{"id":"118059","full_name":"Fahimi, Miriam","orcid":"0000-0002-0619-3160","last_name":"Fahimi","first_name":"Miriam"}],"year":"2025","title":"Standardising Equality in the Algorithmic Society? A Research Agenda","status":"public","user_id":"118059","_id":"62229","language":[{"iso":"eng"}],"publisher":"PMLR","page":"310–314"},{"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"doi":"https://doi.org/10.1007/s43681-024-00622-3","year":"2025","title":"Explanation needs and ethical demands: unpacking the instrumental value of XAI","author":[{"id":"93637","first_name":"Suzana","last_name":"Alpsancar","full_name":"Alpsancar, Suzana"},{"first_name":"Heike M.","last_name":"Buhl","full_name":"Buhl, Heike M.","id":"27152"},{"id":"65695","full_name":"Matzner, Tobias","last_name":"Matzner","first_name":"Tobias"},{"orcid":"0000-0003-2364-9489","first_name":"Ingrid","last_name":"Scharlau","full_name":"Scharlau, Ingrid","id":"451"}],"date_updated":"2025-11-25T21:27:44Z","publication_status":"published","intvolume":"         5","date_created":"2024-12-02T08:32:00Z","type":"journal_article","department":[{"_id":"756"},{"_id":"26"}],"publication":"AI and Ethics","related_material":{"link":[{"url":"https://links.springernature.com/f/a/xjbXcT06ufIgbHT1duGaHQ~~/AABE5gA~/RgRpMhXcP0SiaHR0cHM6Ly9saW5rLnNwcmluZ2VyLmNvbS8xMC4xMDA3L3M0MzY4MS0wMjQtMDA2MjItMz91dG1fc291cmNlPXJjdF9jb25ncmF0ZW1haWx0JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPW9hXzIwMjQxMjAzJnV0bV9jb250ZW50PTEwLjEwMDcvczQzNjgxLTAyNC0wMDYyMi0zVwNzcGNCCmdG3JBPZxsDc2FSIXN1emFuYS5hbHBzYW5jYXJAdW5pLXBhZGVyYm9ybi5kZVgEAAAHLA~~","relation":"confirmation"}]},"page":"3015–3033","_id":"57531","publisher":"Springer","user_id":"93637","volume":5,"status":"public","oa":"1","citation":{"bibtex":"@article{Alpsancar_Buhl_Matzner_Scharlau_2025, title={Explanation needs and ethical demands: unpacking the instrumental value of XAI}, volume={5}, DOI={<a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>}, journal={AI and Ethics}, publisher={Springer}, author={Alpsancar, Suzana and Buhl, Heike M. and Matzner, Tobias and Scharlau, Ingrid}, year={2025}, pages={3015–3033} }","ama":"Alpsancar S, Buhl HM, Matzner T, Scharlau I. Explanation needs and ethical demands: unpacking the instrumental value of XAI. <i>AI and Ethics</i>. 2025;5:3015–3033. doi:<a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>","mla":"Alpsancar, Suzana, et al. “Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.” <i>AI and Ethics</i>, vol. 5, Springer, 2025, pp. 3015–3033, doi:<a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>.","chicago":"Alpsancar, Suzana, Heike M. Buhl, Tobias Matzner, and Ingrid Scharlau. “Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.” <i>AI and Ethics</i> 5 (2025): 3015–3033. <a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>.","short":"S. Alpsancar, H.M. Buhl, T. Matzner, I. Scharlau, AI and Ethics 5 (2025) 3015–3033.","ieee":"S. Alpsancar, H. M. Buhl, T. Matzner, and I. Scharlau, “Explanation needs and ethical demands: unpacking the instrumental value of XAI,” <i>AI and Ethics</i>, vol. 5, pp. 3015–3033, 2025, doi: <a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>.","apa":"Alpsancar, S., Buhl, H. M., Matzner, T., &#38; Scharlau, I. (2025). Explanation needs and ethical demands: unpacking the instrumental value of XAI. <i>AI and Ethics</i>, <i>5</i>, 3015–3033. <a href=\"https://doi.org/10.1007/s43681-024-00622-3\">https://doi.org/10.1007/s43681-024-00622-3</a>"},"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)"},{"name":"TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell bei der Erklärung von digitalen Artefakten (Teilprojekt A04)","_id":"114"}]},{"project":[{"name":"TRR 318; TP B06: Ethik und Normativität der erklärbaren KI","_id":"370"}],"citation":{"ama":"Reijers W, Matzner T, Alpsancar S. Explainability and AI Governance. In: Farina M, Yu X, Chen J, eds. <i>Digital Development. Technology, Ethics and Governance</i>. Routledge; 2025. doi:<a href=\"https://doi.org/10.4324/9781003567622-22\">10.4324/9781003567622-22</a>","bibtex":"@inbook{Reijers_Matzner_Alpsancar_2025, place={New York}, title={Explainability and AI Governance}, DOI={<a href=\"https://doi.org/10.4324/9781003567622-22\">10.4324/9781003567622-22</a>}, 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} }","mla":"Reijers, Wessel, et al. “Explainability and AI Governance.” <i>Digital Development. Technology, Ethics and Governance</i>, edited by Mirko  Farina et al., Routledge, 2025, doi:<a href=\"https://doi.org/10.4324/9781003567622-22\">10.4324/9781003567622-22</a>.","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.","chicago":"Reijers, Wessel, Tobias Matzner, and Suzana Alpsancar. “Explainability and AI Governance.” In <i>Digital Development. Technology, Ethics and Governance</i>, edited by Mirko  Farina, Xiao  Yu, and Jin Chen. New York: Routledge, 2025. <a href=\"https://doi.org/10.4324/9781003567622-22\">https://doi.org/10.4324/9781003567622-22</a>.","apa":"Reijers, W., Matzner, T., &#38; Alpsancar, S. (2025). Explainability and AI Governance. In M. Farina, X. Yu, &#38; J. Chen (Eds.), <i>Digital Development. Technology, Ethics and Governance</i>. Routledge. <a href=\"https://doi.org/10.4324/9781003567622-22\">https://doi.org/10.4324/9781003567622-22</a>","ieee":"W. Reijers, T. Matzner, and S. Alpsancar, “Explainability and AI Governance,” in <i>Digital Development. Technology, Ethics and Governance</i>, M. Farina, X. Yu, and J. Chen, Eds. New York: Routledge, 2025."},"publication":"Digital Development. Technology, Ethics and Governance","department":[{"_id":"26"},{"_id":"756"},{"_id":"660"}],"type":"book_chapter","place":"New York","date_created":"2025-11-25T17:58:04Z","date_updated":"2025-11-25T21:25:31Z","publication_status":"published","author":[{"id":"102524","full_name":"Reijers, Wessel","last_name":"Reijers","first_name":"Wessel","orcid":"0000-0003-2505-1587"},{"full_name":"Matzner, Tobias","first_name":"Tobias","last_name":"Matzner","id":"65695"},{"full_name":"Alpsancar, Suzana","last_name":"Alpsancar","first_name":"Suzana","id":"93637"}],"publication_identifier":{"isbn":["9781003567622"]},"year":"2025","title":"Explainability and AI Governance","status":"public","editor":[{"last_name":"Farina","first_name":"Mirko ","full_name":"Farina, Mirko "},{"full_name":"Yu, Xiao ","first_name":"Xiao ","last_name":"Yu"},{"first_name":"Jin","last_name":"Chen","full_name":"Chen, Jin"}],"doi":"10.4324/9781003567622-22","user_id":"93637","publisher":"Routledge","_id":"62305","language":[{"iso":"eng"}]}]