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We take an interdisciplinary perspective to identify challenges on XAI research and point to open questions with respect to the quality of the explanations regarding faithfulness and consistency of explanations. On the other hand we see a need regarding the interaction between XAI and user to allow for adaptability to specific information needs and explanatory dialog for informed decision making as well as the possibility to correct models and explanations by interaction. This endeavor requires an integrated interdisciplinary perspective and rigorous approaches to empirical evaluation based on psychological, linguistic and even sociological theories.</jats:p>","lang":"eng"}],"publication":"KI - Künstliche Intelligenz","title":"What is Missing in XAI So Far?","publisher":"Springer Science and Business Media LLC","date_created":"2024-02-14T09:41:56Z","year":"2022","issue":"3-4","alternative_title":["An Interdisciplinary Perspective"],"_id":"51348","project":[{"name":"TRR 318 - A3: TRR 318 - Subproject A3","_id":"113"},{"_id":"115","name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)","grant_number":"438445824"}],"department":[{"_id":"660"}],"user_id":"54779","status":"public","type":"journal_article","doi":"10.1007/s13218-022-00786-2","date_updated":"2024-02-26T08:48:49Z","volume":36,"author":[{"first_name":"Ute","last_name":"Schmid","full_name":"Schmid, Ute"},{"last_name":"Wrede","full_name":"Wrede, Britta","first_name":"Britta"}],"intvolume":"        36","page":"303-315","citation":{"short":"U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 303–315.","bibtex":"@article{Schmid_Wrede_2022, title={What is Missing in XAI So Far?}, volume={36}, DOI={<a href=\"https://doi.org/10.1007/s13218-022-00786-2\">10.1007/s13218-022-00786-2</a>}, number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Schmid, Ute and Wrede, Britta}, year={2022}, pages={303–315} }","mla":"Schmid, Ute, and Britta Wrede. “What Is Missing in XAI So Far?” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, Springer Science and Business Media LLC, 2022, pp. 303–15, doi:<a href=\"https://doi.org/10.1007/s13218-022-00786-2\">10.1007/s13218-022-00786-2</a>.","apa":"Schmid, U., &#38; Wrede, B. (2022). What is Missing in XAI So Far? <i>KI - Künstliche Intelligenz</i>, <i>36</i>(3–4), 303–315. <a href=\"https://doi.org/10.1007/s13218-022-00786-2\">https://doi.org/10.1007/s13218-022-00786-2</a>","chicago":"Schmid, Ute, and Britta Wrede. “What Is Missing in XAI So Far?” <i>KI - Künstliche Intelligenz</i> 36, no. 3–4 (2022): 303–15. <a href=\"https://doi.org/10.1007/s13218-022-00786-2\">https://doi.org/10.1007/s13218-022-00786-2</a>.","ieee":"U. Schmid and B. Wrede, “What is Missing in XAI So Far?,” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, pp. 303–315, 2022, doi: <a href=\"https://doi.org/10.1007/s13218-022-00786-2\">10.1007/s13218-022-00786-2</a>.","ama":"Schmid U, Wrede B. What is Missing in XAI So Far? <i>KI - Künstliche Intelligenz</i>. 2022;36(3-4):303-315. doi:<a href=\"https://doi.org/10.1007/s13218-022-00786-2\">10.1007/s13218-022-00786-2</a>"},"publication_identifier":{"issn":["0933-1875","1610-1987"]},"publication_status":"published"},{"year":"2022","issue":"3-4","title":"Explainable AI","date_created":"2024-02-18T10:03:11Z","publisher":"Springer Science and Business Media LLC","publication":"KI - Künstliche Intelligenz","language":[{"iso":"eng"}],"keyword":["Artificial Intelligence"],"citation":{"ieee":"U. Schmid and B. Wrede, “Explainable AI,” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, pp. 207–210, 2022, doi: <a href=\"https://doi.org/10.1007/s13218-022-00788-0\">10.1007/s13218-022-00788-0</a>.","chicago":"Schmid, Ute, and Britta Wrede. “Explainable AI.” <i>KI - Künstliche Intelligenz</i> 36, no. 3–4 (2022): 207–10. <a href=\"https://doi.org/10.1007/s13218-022-00788-0\">https://doi.org/10.1007/s13218-022-00788-0</a>.","ama":"Schmid U, Wrede B. Explainable AI. <i>KI - Künstliche Intelligenz</i>. 2022;36(3-4):207-210. doi:<a href=\"https://doi.org/10.1007/s13218-022-00788-0\">10.1007/s13218-022-00788-0</a>","apa":"Schmid, U., &#38; Wrede, B. (2022). Explainable AI. <i>KI - Künstliche Intelligenz</i>, <i>36</i>(3–4), 207–210. <a href=\"https://doi.org/10.1007/s13218-022-00788-0\">https://doi.org/10.1007/s13218-022-00788-0</a>","mla":"Schmid, Ute, and Britta Wrede. “Explainable AI.” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, Springer Science and Business Media LLC, 2022, pp. 207–10, doi:<a href=\"https://doi.org/10.1007/s13218-022-00788-0\">10.1007/s13218-022-00788-0</a>.","short":"U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 207–210.","bibtex":"@article{Schmid_Wrede_2022, title={Explainable AI}, volume={36}, DOI={<a href=\"https://doi.org/10.1007/s13218-022-00788-0\">10.1007/s13218-022-00788-0</a>}, number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Schmid, Ute and Wrede, Britta}, year={2022}, pages={207–210} }"},"page":"207-210","intvolume":"        36","publication_status":"published","publication_identifier":{"issn":["0933-1875","1610-1987"]},"doi":"10.1007/s13218-022-00788-0","author":[{"first_name":"Ute","last_name":"Schmid","full_name":"Schmid, Ute"},{"first_name":"Britta","full_name":"Wrede, Britta","last_name":"Wrede"}],"volume":36,"date_updated":"2024-02-26T08:48:00Z","status":"public","type":"journal_article","user_id":"54779","department":[{"_id":"660"}],"project":[{"name":"TRR 318 - A3: TRR 318 - Subproject A3","_id":"113"},{"_id":"115","name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)","grant_number":"438445824"}],"_id":"51366"},{"publication":"KI - Künstliche Intelligenz","language":[{"iso":"eng"}],"keyword":["Artificial Intelligence"],"year":"2022","issue":"2","title":"AI: Back to the Roots?","date_created":"2024-02-18T09:55:30Z","publisher":"Springer Science and Business Media LLC","status":"public","type":"journal_article","department":[{"_id":"660"}],"user_id":"54779","_id":"51365","project":[{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"}],"intvolume":"        36","page":"117-120","citation":{"ieee":"B. Wrede, “AI: Back to the Roots?,” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 2, pp. 117–120, 2022, doi: <a href=\"https://doi.org/10.1007/s13218-022-00773-7\">10.1007/s13218-022-00773-7</a>.","chicago":"Wrede, Britta. “AI: Back to the Roots?” <i>KI - Künstliche Intelligenz</i> 36, no. 2 (2022): 117–20. <a href=\"https://doi.org/10.1007/s13218-022-00773-7\">https://doi.org/10.1007/s13218-022-00773-7</a>.","ama":"Wrede B. AI: Back to the Roots? <i>KI - Künstliche Intelligenz</i>. 2022;36(2):117-120. doi:<a href=\"https://doi.org/10.1007/s13218-022-00773-7\">10.1007/s13218-022-00773-7</a>","short":"B. Wrede, KI - Künstliche Intelligenz 36 (2022) 117–120.","bibtex":"@article{Wrede_2022, title={AI: Back to the Roots?}, volume={36}, DOI={<a href=\"https://doi.org/10.1007/s13218-022-00773-7\">10.1007/s13218-022-00773-7</a>}, number={2}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Wrede, Britta}, year={2022}, pages={117–120} }","mla":"Wrede, Britta. “AI: Back to the Roots?” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 2, Springer Science and Business Media LLC, 2022, pp. 117–20, doi:<a href=\"https://doi.org/10.1007/s13218-022-00773-7\">10.1007/s13218-022-00773-7</a>.","apa":"Wrede, B. (2022). AI: Back to the Roots? <i>KI - Künstliche Intelligenz</i>, <i>36</i>(2), 117–120. <a href=\"https://doi.org/10.1007/s13218-022-00773-7\">https://doi.org/10.1007/s13218-022-00773-7</a>"},"publication_identifier":{"issn":["0933-1875","1610-1987"]},"publication_status":"published","doi":"10.1007/s13218-022-00773-7","volume":36,"author":[{"full_name":"Wrede, Britta","last_name":"Wrede","first_name":"Britta"}],"date_updated":"2024-02-26T08:50:19Z"},{"doi":"10.3389/fcomm.2022.922405","author":[{"last_name":"Rohlfing","full_name":"Rohlfing, Katharina","id":"50352","first_name":"Katharina"},{"last_name":"Vollmer","full_name":"Vollmer, Anna-Lisa","first_name":"Anna-Lisa"},{"first_name":"Jannik","last_name":"Fritsch","full_name":"Fritsch, Jannik"},{"last_name":"Wrede","full_name":"Wrede, Britta","first_name":"Britta"}],"volume":7,"date_updated":"2024-02-26T08:53:33Z","citation":{"ieee":"K. Rohlfing, A.-L. Vollmer, J. Fritsch, and B. Wrede, “Which ‘motionese’ parameters change with children’s age? Disentangling attention-getting from action-structuring modifications,” <i>Frontiers in Communication</i>, vol. 7, 2022, doi: <a href=\"https://doi.org/10.3389/fcomm.2022.922405\">10.3389/fcomm.2022.922405</a>.","chicago":"Rohlfing, Katharina, Anna-Lisa Vollmer, Jannik Fritsch, and Britta Wrede. “Which ‘Motionese’ Parameters Change with Children’s Age? Disentangling Attention-Getting from Action-Structuring Modifications.” <i>Frontiers in Communication</i> 7 (2022). <a href=\"https://doi.org/10.3389/fcomm.2022.922405\">https://doi.org/10.3389/fcomm.2022.922405</a>.","ama":"Rohlfing K, Vollmer A-L, Fritsch J, Wrede B. Which “motionese” parameters change with children’s age? Disentangling attention-getting from action-structuring modifications. <i>Frontiers in Communication</i>. 2022;7. doi:<a href=\"https://doi.org/10.3389/fcomm.2022.922405\">10.3389/fcomm.2022.922405</a>","apa":"Rohlfing, K., Vollmer, A.-L., Fritsch, J., &#38; Wrede, B. (2022). Which “motionese” parameters change with children’s age? Disentangling attention-getting from action-structuring modifications. <i>Frontiers in Communication</i>, <i>7</i>. <a href=\"https://doi.org/10.3389/fcomm.2022.922405\">https://doi.org/10.3389/fcomm.2022.922405</a>","bibtex":"@article{Rohlfing_Vollmer_Fritsch_Wrede_2022, title={Which “motionese” parameters change with children’s age? Disentangling attention-getting from action-structuring modifications}, volume={7}, DOI={<a href=\"https://doi.org/10.3389/fcomm.2022.922405\">10.3389/fcomm.2022.922405</a>}, journal={Frontiers in Communication}, publisher={Frontiers Media SA}, author={Rohlfing, Katharina and Vollmer, Anna-Lisa and Fritsch, Jannik and Wrede, Britta}, year={2022} }","short":"K. Rohlfing, A.-L. Vollmer, J. Fritsch, B. Wrede, Frontiers in Communication 7 (2022).","mla":"Rohlfing, Katharina, et al. “Which ‘Motionese’ Parameters Change with Children’s Age? Disentangling Attention-Getting from Action-Structuring Modifications.” <i>Frontiers in Communication</i>, vol. 7, Frontiers Media SA, 2022, doi:<a href=\"https://doi.org/10.3389/fcomm.2022.922405\">10.3389/fcomm.2022.922405</a>."},"intvolume":"         7","publication_status":"published","publication_identifier":{"issn":["2297-900X"]},"user_id":"54779","department":[{"_id":"660"}],"project":[{"grant_number":"438445824","_id":"111","name":"TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)"},{"name":"TRR 318 - A3: TRR 318 - Subproject A3","_id":"113"},{"grant_number":"438445824","_id":"115","name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)"}],"_id":"51344","status":"public","type":"journal_article","title":"Which “motionese” parameters change with children's age? Disentangling attention-getting from action-structuring modifications","date_created":"2024-02-14T09:07:53Z","publisher":"Frontiers Media SA","year":"2022","language":[{"iso":"eng"}],"keyword":["Social Sciences (miscellaneous)","Communication"],"abstract":[{"lang":"eng","text":"<jats:p>Modified action demonstration—dubbed <jats:italic>motionese—</jats:italic>has been proposed as a way to help children recognize the structure and meaning of actions. However, until now, it has been investigated only in young infants. This brief research report presents findings from a cross-sectional study of parental action demonstrations to three groups of 8–11, 12–23, and 24–30-month-old children that applied seven motionese parameters; a second study investigated the youngest group of participants longitudinally to corroborate the cross-sectional results. Results of both studies suggested that four motionese parameters (Motion Pauses, Pace, Velocity, Acceleration) seem to structure the action by organizing it in motion pauses. Whereas these parameters persist over different ages, three other parameters (Demonstration Length, Roundness, and Range) occur predominantly in the younger group and seem to serve to organize infants' attention on the basis of movement. Results are discussed in terms of facilitative vs. pedagogical learning.</jats:p>"}],"publication":"Frontiers in Communication"},{"page":"154-159","citation":{"ieee":"A. Groß, C. Schütze, B. Wrede, and B. Richter, “An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems,” in <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, 2022, pp. 154–159, doi: <a href=\"https://doi.org/10.1145/3536220.3558070\">10.1145/3536220.3558070</a>.","chicago":"Groß, André, Christian Schütze, Britta Wrede, and Birte Richter. “An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems.” In <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, 154–59. ACM, 2022. <a href=\"https://doi.org/10.1145/3536220.3558070\">https://doi.org/10.1145/3536220.3558070</a>.","ama":"Groß A, Schütze C, Wrede B, Richter B. An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems. In: <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>. ACM; 2022:154-159. doi:<a href=\"https://doi.org/10.1145/3536220.3558070\">10.1145/3536220.3558070</a>","apa":"Groß, A., Schütze, C., Wrede, B., &#38; Richter, B. (2022). An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems. <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, 154–159. <a href=\"https://doi.org/10.1145/3536220.3558070\">https://doi.org/10.1145/3536220.3558070</a>","bibtex":"@inproceedings{Groß_Schütze_Wrede_Richter_2022, title={An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems}, DOI={<a href=\"https://doi.org/10.1145/3536220.3558070\">10.1145/3536220.3558070</a>}, booktitle={INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION}, publisher={ACM}, author={Groß, André and Schütze, Christian and Wrede, Britta and Richter, Birte}, year={2022}, pages={154–159} }","short":"A. Groß, C. Schütze, B. Wrede, B. Richter, in: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, ACM, 2022, pp. 154–159.","mla":"Groß, André, et al. “An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems.” <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, ACM, 2022, pp. 154–59, doi:<a href=\"https://doi.org/10.1145/3536220.3558070\">10.1145/3536220.3558070</a>."},"year":"2022","publication_status":"published","doi":"10.1145/3536220.3558070","title":"An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems","author":[{"first_name":"André","orcid":"0000-0002-9593-7220","last_name":"Groß","full_name":"Groß, André","id":"93405"},{"full_name":"Schütze, Christian","last_name":"Schütze","first_name":"Christian"},{"first_name":"Britta","full_name":"Wrede, Britta","last_name":"Wrede"},{"first_name":"Birte","last_name":"Richter","full_name":"Richter, Birte"}],"date_created":"2024-02-14T09:28:57Z","publisher":"ACM","date_updated":"2024-02-26T08:52:52Z","status":"public","publication":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","type":"conference","language":[{"iso":"eng"}],"department":[{"_id":"660"}],"user_id":"54779","_id":"51346","project":[{"grant_number":"438445824","name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)","_id":"115"},{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"}]}]