[{"author":[{"last_name":"Robrecht","orcid":"0000-0001-5622-8248","first_name":"Amelie","full_name":"Robrecht, Amelie","id":"91982"},{"full_name":"Kopp, Stefan","last_name":"Kopp","first_name":"Stefan"}],"publication_identifier":{"isbn":["978-989-758-623-1"]},"conference":{"end_date":" 2023-02-24","name":"15th International Conference on Agents and Artificial Intelligence","start_date":"2023-02-22 ","location":"Lisbon"},"year":"2023","status":"public","title":"SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation","publication_status":"published","date_updated":"2025-01-15T13:46:38Z","publisher":"SCITEPRESS - Science and Technology Publications","_id":"51367","language":[{"iso":"eng"}],"page":"48-58","user_id":"55908","doi":"10.5220/0011671300003393","citation":{"bibtex":"@inproceedings{Robrecht_Kopp_2023, title={SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation}, DOI={<a href=\"https://doi.org/10.5220/0011671300003393\">10.5220/0011671300003393</a>}, booktitle={Proceedings of the 15th International Conference on Agents and Artificial Intelligence}, publisher={SCITEPRESS - Science and Technology Publications}, author={Robrecht, Amelie and Kopp, Stefan}, year={2023}, pages={48–58} }","ama":"Robrecht A, Kopp S. SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation. In: <i>Proceedings of the 15th International Conference on Agents and Artificial Intelligence</i>. SCITEPRESS - Science and Technology Publications; 2023:48-58. doi:<a href=\"https://doi.org/10.5220/0011671300003393\">10.5220/0011671300003393</a>","mla":"Robrecht, Amelie, and Stefan Kopp. “SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation.” <i>Proceedings of the 15th International Conference on Agents and Artificial Intelligence</i>, SCITEPRESS - Science and Technology Publications, 2023, pp. 48–58, doi:<a href=\"https://doi.org/10.5220/0011671300003393\">10.5220/0011671300003393</a>.","chicago":"Robrecht, Amelie, and Stefan Kopp. “SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation.” In <i>Proceedings of the 15th International Conference on Agents and Artificial Intelligence</i>, 48–58. SCITEPRESS - Science and Technology Publications, 2023. <a href=\"https://doi.org/10.5220/0011671300003393\">https://doi.org/10.5220/0011671300003393</a>.","short":"A. Robrecht, S. Kopp, in: Proceedings of the 15th International Conference on Agents and Artificial Intelligence, SCITEPRESS - Science and Technology Publications, 2023, pp. 48–58.","ieee":"A. Robrecht and S. Kopp, “SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation,” in <i>Proceedings of the 15th International Conference on Agents and Artificial Intelligence</i>, Lisbon, 2023, pp. 48–58, doi: <a href=\"https://doi.org/10.5220/0011671300003393\">10.5220/0011671300003393</a>.","apa":"Robrecht, A., &#38; Kopp, S. (2023). SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation. <i>Proceedings of the 15th International Conference on Agents and Artificial Intelligence</i>, 48–58. <a href=\"https://doi.org/10.5220/0011671300003393\">https://doi.org/10.5220/0011671300003393</a>"},"publication":"Proceedings of the 15th International Conference on Agents and Artificial Intelligence","project":[{"_id":"111","grant_number":"438445824","name":"TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)"},{"_id":"117","name":"TRR 318 - C: TRR 318 - Project Area C"}],"date_created":"2024-02-18T10:05:42Z","department":[{"_id":"660"}],"type":"conference"},{"user_id":"55908","_id":"55156","language":[{"iso":"eng"}],"date_updated":"2025-01-15T13:57:35Z","author":[{"id":"56345","last_name":"Fisher","first_name":"Josephine Beryl","full_name":"Fisher, Josephine Beryl"},{"last_name":"Robrecht","orcid":"0000-0001-5622-8248","first_name":"Amelie","full_name":"Robrecht, Amelie","id":"91982"},{"first_name":"Stefan","last_name":"Kopp","full_name":"Kopp, Stefan"},{"first_name":"Katharina J.","last_name":"Rohlfing","orcid":"0000-0002-5676-8233","full_name":"Rohlfing, Katharina J.","id":"50352"}],"conference":{"name":"Semdial","location":"Maribor"},"title":"Exploring the Semantic Dialogue Patterns of Explanations – a Case Study of Game Explanations","status":"public","year":"2023","department":[{"_id":"660"}],"type":"conference","date_created":"2024-07-10T11:07:51Z","project":[{"_id":"111","grant_number":"438445824","name":"TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)"}],"citation":{"mla":"Fisher, Josephine Beryl, et al. “Exploring the Semantic Dialogue Patterns of Explanations – a Case Study of Game Explanations.” <i>Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue </i>, 2023.","bibtex":"@inproceedings{Fisher_Robrecht_Kopp_Rohlfing_2023, title={Exploring the Semantic Dialogue Patterns of Explanations – a Case Study of Game Explanations}, booktitle={Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue }, author={Fisher, Josephine Beryl and Robrecht, Amelie and Kopp, Stefan and Rohlfing, Katharina J.}, year={2023} }","ama":"Fisher JB, Robrecht A, Kopp S, Rohlfing KJ. Exploring the Semantic Dialogue Patterns of Explanations – a Case Study of Game Explanations. In: <i>Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue </i>. ; 2023.","ieee":"J. B. Fisher, A. Robrecht, S. Kopp, and K. J. Rohlfing, “Exploring the Semantic Dialogue Patterns of Explanations – a Case Study of Game Explanations,” presented at the Semdial, Maribor, 2023.","apa":"Fisher, J. B., Robrecht, A., Kopp, S., &#38; Rohlfing, K. J. (2023). Exploring the Semantic Dialogue Patterns of Explanations – a Case Study of Game Explanations. <i>Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue </i>. Semdial, Maribor.","short":"J.B. Fisher, A. Robrecht, S. Kopp, K.J. Rohlfing, in: Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue , 2023.","chicago":"Fisher, Josephine Beryl, Amelie Robrecht, Stefan Kopp, and Katharina J. Rohlfing. “Exploring the Semantic Dialogue Patterns of Explanations – a Case Study of Game Explanations.” In <i>Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue </i>, 2023."},"publication":"Proceedings of the 27th Workshop on the Semantics and Pragmatics of Dialogue "},{"project":[{"name":"TRR 318 - C3: TRR 318 - Subproject C3","_id":"126"},{"_id":"117","name":"TRR 318 - C: TRR 318 - Project Area C"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","grant_number":"438445824","_id":"109"}],"citation":{"ieee":"F. Fumagalli, M. Muschalik, E. Hüllermeier, and B. Hammer, “Incremental permutation feature importance (iPFI): towards online explanations on data streams,” <i>Machine Learning</i>, vol. 112, no. 12, pp. 4863–4903, 2023, doi: <a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>.","apa":"Fumagalli, F., Muschalik, M., Hüllermeier, E., &#38; Hammer, B. (2023). Incremental permutation feature importance (iPFI): towards online explanations on data streams. <i>Machine Learning</i>, <i>112</i>(12), 4863–4903. <a href=\"https://doi.org/10.1007/s10994-023-06385-y\">https://doi.org/10.1007/s10994-023-06385-y</a>","chicago":"Fumagalli, Fabian, Maximilian Muschalik, Eyke Hüllermeier, and Barbara Hammer. “Incremental Permutation Feature Importance (IPFI): Towards Online Explanations on Data Streams.” <i>Machine Learning</i> 112, no. 12 (2023): 4863–4903. <a href=\"https://doi.org/10.1007/s10994-023-06385-y\">https://doi.org/10.1007/s10994-023-06385-y</a>.","short":"F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, Machine Learning 112 (2023) 4863–4903.","mla":"Fumagalli, Fabian, et al. “Incremental Permutation Feature Importance (IPFI): Towards Online Explanations on Data Streams.” <i>Machine Learning</i>, vol. 112, no. 12, Springer Science and Business Media LLC, 2023, pp. 4863–903, doi:<a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>.","bibtex":"@article{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={Incremental permutation feature importance (iPFI): towards online explanations on data streams}, volume={112}, DOI={<a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>}, number={12}, journal={Machine Learning}, publisher={Springer Science and Business Media LLC}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={4863–4903} }","ama":"Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. Incremental permutation feature importance (iPFI): towards online explanations on data streams. <i>Machine Learning</i>. 2023;112(12):4863-4903. doi:<a href=\"https://doi.org/10.1007/s10994-023-06385-y\">10.1007/s10994-023-06385-y</a>"},"status":"public","user_id":"93420","volume":112,"page":"4863-4903","publisher":"Springer Science and Business Media LLC","_id":"50262","abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title><jats:p>Explainable artificial intelligence has mainly focused on static learning scenarios so far. We are interested in dynamic scenarios where data is sampled progressively, and learning is done in an incremental rather than a batch mode. We seek efficient incremental algorithms for computing feature importance (FI). Permutation feature importance (PFI) is a well-established model-agnostic measure to obtain global FI based on feature marginalization of absent features. We propose an efficient, model-agnostic algorithm called iPFI to estimate this measure incrementally and under dynamic modeling conditions including concept drift. We prove theoretical guarantees on the approximation quality in terms of expectation and variance. To validate our theoretical findings and the efficacy of our approaches in incremental scenarios dealing with streaming data rather than traditional batch settings, we conduct multiple experimental studies on benchmark data with and without concept drift.</jats:p>"}],"issue":"12","publication":"Machine Learning","type":"journal_article","keyword":["Artificial Intelligence","Software"],"department":[{"_id":"660"}],"date_created":"2024-01-05T21:52:28Z","date_updated":"2025-01-16T16:20:12Z","publication_status":"published","intvolume":"       112","title":"Incremental permutation feature importance (iPFI): towards online explanations on data streams","year":"2023","author":[{"full_name":"Fumagalli, Fabian","last_name":"Fumagalli","first_name":"Fabian"},{"full_name":"Muschalik, Maximilian","last_name":"Muschalik","first_name":"Maximilian"},{"first_name":"Eyke","last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke"},{"full_name":"Hammer, Barbara","first_name":"Barbara","last_name":"Hammer"}],"publication_identifier":{"issn":["0885-6125","1573-0565"]},"doi":"10.1007/s10994-023-06385-y","language":[{"iso":"eng"}]},{"conference":{"name":"The 2023 Conference on Empirical Methods in Natural Language Processing","location":"Singapore"},"status":"public","user_id":"76456","_id":"55909","page":"15372–15379","project":[{"name":"TRR 318 - A02: TRR 318 - Verstehensprozess einer Erklärung beobachten und auswerten (Teilprojekt A02)","_id":"112"}],"quality_controlled":"1","citation":{"bibtex":"@inproceedings{Wang_Buschmeier_2023, place={Singapore}, title={Does listener gaze in face-to-face interaction follow the Entropy Rate Constancy principle: An empirical study}, booktitle={Findings of the Association for Computational Linguistics: EMNLP 2023}, author={Wang, Yu and Buschmeier, Hendrik}, year={2023}, pages={15372–15379} }","ama":"Wang Y, Buschmeier H. Does listener gaze in face-to-face interaction follow the Entropy Rate Constancy principle: An empirical study. In: <i>Findings of the Association for Computational Linguistics: EMNLP 2023</i>. ; 2023:15372–15379.","mla":"Wang, Yu, and Hendrik Buschmeier. “Does Listener Gaze in Face-to-Face Interaction Follow the Entropy Rate Constancy Principle: An Empirical Study.” <i>Findings of the Association for Computational Linguistics: EMNLP 2023</i>, 2023, pp. 15372–15379.","chicago":"Wang, Yu, and Hendrik Buschmeier. “Does Listener Gaze in Face-to-Face Interaction Follow the Entropy Rate Constancy Principle: An Empirical Study.” In <i>Findings of the Association for Computational Linguistics: EMNLP 2023</i>, 15372–15379. Singapore, 2023.","short":"Y. Wang, H. Buschmeier, in: Findings of the Association for Computational Linguistics: EMNLP 2023, Singapore, 2023, pp. 15372–15379.","ieee":"Y. Wang and H. Buschmeier, “Does listener gaze in face-to-face interaction follow the Entropy Rate Constancy principle: An empirical study,” in <i>Findings of the Association for Computational Linguistics: EMNLP 2023</i>, Singapore, 2023, pp. 15372–15379.","apa":"Wang, Y., &#38; Buschmeier, H. (2023). Does listener gaze in face-to-face interaction follow the Entropy Rate Constancy principle: An empirical study. <i>Findings of the Association for Computational Linguistics: EMNLP 2023</i>, 15372–15379."},"oa":"1","place":"Singapore","publication_status":"published","date_updated":"2025-09-11T10:17:51Z","author":[{"last_name":"Wang","first_name":"Yu","full_name":"Wang, Yu"},{"id":"76456","full_name":"Buschmeier, Hendrik","last_name":"Buschmeier","first_name":"Hendrik","orcid":"0000-0002-9613-5713"}],"title":"Does listener gaze in face-to-face interaction follow the Entropy Rate Constancy principle: An empirical study","year":"2023","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://aclanthology.org/2023.findings-emnlp.1026","open_access":"1"}],"extern":"1","abstract":[{"text":"It is generally assumed that language (written and spoken) follows the entropy rate constancy (ERC) principle, which states that the information density of a text is constant over time. Recently, this has also been found for nonverbal gestures used in monologue, but it is still unclear whether the ERC principle also applies to listeners' nonverbal signals. We focus on listeners' gaze behaviour extracted from video-recorded conversations and trained a transformer-based neural sequence model to process the gaze data of the dialogues and compute its information density. We also compute the information density of the corresponding speech using a pre-trained language model. Our results show (1) that listeners' gaze behaviour in dialogues roughly follows the ERC principle, as well as (2) a congruence between information density of speech and listeners' gaze behaviour.","lang":"eng"}],"publication":"Findings of the Association for Computational Linguistics: EMNLP 2023","department":[{"_id":"660"}],"type":"conference","date_created":"2024-08-30T07:39:24Z"},{"department":[{"_id":"660"}],"type":"conference","date_created":"2023-11-10T14:17:17Z","project":[{"_id":"126","name":"TRR 318 - C3: TRR 318 - Subproject C3"},{"_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"}],"citation":{"ama":"Muschalik M, Fumagalli F, Jagtani R, Hammer B, Huellermeier E. iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. In: <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>. ; 2023. doi:<a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>","bibtex":"@inproceedings{Muschalik_Fumagalli_Jagtani_Hammer_Huellermeier_2023, title={iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>}, booktitle={Proceedings of the World Conference on Explainable Artificial Intelligence (xAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Jagtani, Rohit and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }","mla":"Muschalik, Maximilian, et al. “IPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.” <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>, 2023, doi:<a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>.","short":"M. Muschalik, F. Fumagalli, R. Jagtani, B. Hammer, E. Huellermeier, in: Proceedings of the World Conference on Explainable Artificial Intelligence (XAI), 2023.","chicago":"Muschalik, Maximilian, Fabian Fumagalli, Rohit Jagtani, Barbara Hammer, and Eyke Huellermeier. “IPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.” In <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>, 2023. <a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">https://doi.org/10.1007/978-3-031-44064-9_11</a>.","apa":"Muschalik, M., Fumagalli, F., Jagtani, R., Hammer, B., &#38; Huellermeier, E. (2023). iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. <i>Proceedings of the World Conference on Explainable Artificial Intelligence (XAI)</i>. <a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">https://doi.org/10.1007/978-3-031-44064-9_11</a>","ieee":"M. Muschalik, F. Fumagalli, R. Jagtani, B. Hammer, and E. Huellermeier, “iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios,” 2023, doi: <a href=\"https://doi.org/10.1007/978-3-031-44064-9_11\">10.1007/978-3-031-44064-9_11</a>."},"publication":"Proceedings of the World Conference on Explainable Artificial Intelligence (xAI)","doi":"10.1007/978-3-031-44064-9_11","user_id":"93420","_id":"48778","language":[{"iso":"eng"}],"date_updated":"2025-09-11T16:14:34Z","publication_status":"published","author":[{"full_name":"Muschalik, Maximilian","first_name":"Maximilian","last_name":"Muschalik"},{"full_name":"Fumagalli, Fabian","last_name":"Fumagalli","first_name":"Fabian","id":"93420"},{"first_name":"Rohit","last_name":"Jagtani","full_name":"Jagtani, Rohit"},{"full_name":"Hammer, Barbara","first_name":"Barbara","last_name":"Hammer"},{"full_name":"Huellermeier, Eyke","last_name":"Huellermeier","first_name":"Eyke","id":"48129"}],"publication_identifier":{"issn":["1865-0929"],"eisbn":["1865-0937"],"eissn":["9783031440649"],"isbn":["9783031440632"]},"year":"2023","status":"public","title":"iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios"},{"author":[{"first_name":"Maximilian","last_name":"Muschalik","full_name":"Muschalik, Maximilian"},{"id":"93420","last_name":"Fumagalli","first_name":"Fabian","full_name":"Fumagalli, Fabian"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"},{"full_name":"Huellermeier, Eyke","last_name":"Huellermeier","first_name":"Eyke","id":"48129"}],"publication_identifier":{"isbn":["9783031434174"],"eissn":["1611-3349"],"eisbn":["9783031434181"],"issn":["0302-9743"]},"status":"public","year":"2023","title":"iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams","publication_status":"published","date_updated":"2025-09-11T16:27:26Z","_id":"48776","language":[{"iso":"eng"}],"publisher":"Springer Nature Switzerland","user_id":"93420","doi":"10.1007/978-3-031-43418-1_26","citation":{"ama":"Muschalik M, Fumagalli F, Hammer B, Huellermeier E. iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. In: <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>. Springer Nature Switzerland; 2023. doi:<a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">10.1007/978-3-031-43418-1_26</a>","bibtex":"@inbook{Muschalik_Fumagalli_Hammer_Huellermeier_2023, title={iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">10.1007/978-3-031-43418-1_26</a>}, booktitle={Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }","mla":"Muschalik, Maximilian, et al. “ISAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.” <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>, Springer Nature Switzerland, 2023, doi:<a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">10.1007/978-3-031-43418-1_26</a>.","chicago":"Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “ISAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.” In <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>. Springer Nature Switzerland, 2023. <a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">https://doi.org/10.1007/978-3-031-43418-1_26</a>.","short":"M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD), Springer Nature Switzerland, 2023.","apa":"Muschalik, M., Fumagalli, F., Hammer, B., &#38; Huellermeier, E. (2023). iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. In <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-43418-1_26\">https://doi.org/10.1007/978-3-031-43418-1_26</a>","ieee":"M. Muschalik, F. Fumagalli, B. Hammer, and E. Huellermeier, “iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams,” in <i>Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)</i>, Springer Nature Switzerland, 2023."},"publication":"Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)","project":[{"_id":"126","name":"TRR 318 - C3: TRR 318 - Subproject C3"},{"_id":"117","name":"TRR 318 - C: TRR 318 - Project Area C"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109"}],"date_created":"2023-11-10T14:11:20Z","department":[{"_id":"660"}],"type":"book_chapter"},{"date_updated":"2025-09-11T16:26:21Z","publication_status":"published","status":"public","year":"2023","title":"On Feature Removal for Explainability in Dynamic Environments","conference":{"location":"Bruges (Belgium) and online","name":"ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning"},"publication_identifier":{"unknown":[" 978-2-87587-088-9"]},"author":[{"full_name":"Fumagalli, Fabian","last_name":"Fumagalli","first_name":"Fabian","id":"93420"},{"last_name":"Muschalik","first_name":"Maximilian","full_name":"Muschalik, Maximilian"},{"id":"48129","last_name":"Hüllermeier","first_name":"Eyke","full_name":"Hüllermeier, Eyke"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"}],"doi":"10.14428/ESANN/2023.ES2023-148","user_id":"93420","language":[{"iso":"eng"}],"_id":"48775","project":[{"name":"TRR 318 - C3: TRR 318 - Subproject C3","_id":"126"},{"_id":"117","name":"TRR 318 - C: TRR 318 - Project Area C"},{"_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"}],"publication":"Proceedings of the European Symposium on Artificial Neural Networks (ESANN)","citation":{"ama":"Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. On Feature Removal for Explainability in Dynamic Environments. In: <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>. ; 2023. doi:<a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>","short":"F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, in: Proceedings of the European Symposium on Artificial Neural Networks (ESANN), 2023.","chicago":"Fumagalli, Fabian, Maximilian Muschalik, Eyke Hüllermeier, and Barbara Hammer. “On Feature Removal for Explainability in Dynamic Environments.” In <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>, 2023. <a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">https://doi.org/10.14428/ESANN/2023.ES2023-148</a>.","bibtex":"@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={On Feature Removal for Explainability in Dynamic Environments}, DOI={<a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>}, booktitle={Proceedings of the European Symposium on Artificial Neural Networks (ESANN)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023} }","mla":"Fumagalli, Fabian, et al. “On Feature Removal for Explainability in Dynamic Environments.” <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>, 2023, doi:<a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>.","apa":"Fumagalli, F., Muschalik, M., Hüllermeier, E., &#38; Hammer, B. (2023). On Feature Removal for Explainability in Dynamic Environments. <i>Proceedings of the European Symposium on Artificial Neural Networks (ESANN)</i>. ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium) and online. <a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">https://doi.org/10.14428/ESANN/2023.ES2023-148</a>","ieee":"F. Fumagalli, M. Muschalik, E. Hüllermeier, and B. Hammer, “On Feature Removal for Explainability in Dynamic Environments,” presented at the ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium) and online, 2023, doi: <a href=\"https://doi.org/10.14428/ESANN/2023.ES2023-148\">10.14428/ESANN/2023.ES2023-148</a>."},"type":"conference","department":[{"_id":"660"}],"date_created":"2023-11-10T14:00:08Z"},{"type":"conference","department":[{"_id":"660"}],"date_created":"2024-03-01T14:15:31Z","project":[{"_id":"126","name":"TRR 318 - C3: TRR 318 - Subproject C3"},{"_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"}],"publication":"Advances in Neural Information Processing Systems (NeurIPS)","citation":{"bibtex":"@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2023, title={SHAP-IQ: Unified Approximation of any-order Shapley Interactions}, volume={36}, booktitle={Advances in Neural Information Processing Systems (NeurIPS)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={11515--11551} }","ama":"Fumagalli F, Muschalik M, Kolpaczki P, Hüllermeier E, Hammer B. SHAP-IQ: Unified Approximation of any-order Shapley Interactions. In: <i>Advances in Neural Information Processing Systems (NeurIPS)</i>. Vol 36. ; 2023:11515--11551.","mla":"Fumagalli, Fabian, et al. “SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions.” <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, vol. 36, 2023, pp. 11515--11551.","short":"F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, B. Hammer, in: Advances in Neural Information Processing Systems (NeurIPS), 2023, pp. 11515--11551.","chicago":"Fumagalli, Fabian, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, and Barbara Hammer. “SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions.” In <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, 36:11515--11551, 2023.","ieee":"F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, and B. Hammer, “SHAP-IQ: Unified Approximation of any-order Shapley Interactions,” in <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, 2023, vol. 36, pp. 11515--11551.","apa":"Fumagalli, F., Muschalik, M., Kolpaczki, P., Hüllermeier, E., &#38; Hammer, B. (2023). SHAP-IQ: Unified Approximation of any-order Shapley Interactions. <i>Advances in Neural Information Processing Systems (NeurIPS)</i>, <i>36</i>, 11515--11551."},"user_id":"93420","volume":36,"page":"11515--11551","language":[{"iso":"eng"}],"_id":"52230","date_updated":"2025-09-11T16:18:16Z","intvolume":"        36","status":"public","title":"SHAP-IQ: Unified Approximation of any-order Shapley Interactions","year":"2023","author":[{"id":"93420","last_name":"Fumagalli","first_name":"Fabian","full_name":"Fumagalli, Fabian"},{"last_name":"Muschalik","first_name":"Maximilian","full_name":"Muschalik, Maximilian"},{"last_name":"Kolpaczki","first_name":"Patrick","full_name":"Kolpaczki, Patrick"},{"id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"}]},{"publication":"Neurocomputing","type":"journal_article","department":[{"_id":"660"}],"date_created":"2025-09-16T09:48:54Z","date_updated":"2025-09-17T11:49:31Z","publication_status":"published","intvolume":"       558","title":"“I do not know! but why?” — Local model-agnostic example-based explanations of reject","year":"2023","author":[{"first_name":"André","last_name":"Artelt","full_name":"Artelt, André"},{"id":"93919","last_name":"Visser","first_name":"Roelof","full_name":"Visser, Roelof"},{"full_name":"Hammer, Barbara","last_name":"Hammer","first_name":"Barbara"}],"publication_identifier":{"issn":["0925-2312"]},"doi":"10.1016/j.neucom.2023.126722","article_number":"126722","language":[{"iso":"eng"}],"project":[{"_id":"124","name":"TRR 318 ; TP C01: Gesundes Misstrauen in Erklärungen"}],"citation":{"bibtex":"@article{Artelt_Visser_Hammer_2023, title={“I do not know! but why?” — Local model-agnostic example-based explanations of reject}, volume={558}, DOI={<a href=\"https://doi.org/10.1016/j.neucom.2023.126722\">10.1016/j.neucom.2023.126722</a>}, number={126722}, journal={Neurocomputing}, publisher={Elsevier BV}, author={Artelt, André and Visser, Roelof and Hammer, Barbara}, year={2023} }","ama":"Artelt A, Visser R, Hammer B. “I do not know! but why?” — Local model-agnostic example-based explanations of reject. <i>Neurocomputing</i>. 2023;558. doi:<a href=\"https://doi.org/10.1016/j.neucom.2023.126722\">10.1016/j.neucom.2023.126722</a>","mla":"Artelt, André, et al. “‘I Do Not Know! But Why?’ — Local Model-Agnostic Example-Based Explanations of Reject.” <i>Neurocomputing</i>, vol. 558, 126722, Elsevier BV, 2023, doi:<a href=\"https://doi.org/10.1016/j.neucom.2023.126722\">10.1016/j.neucom.2023.126722</a>.","chicago":"Artelt, André, Roelof Visser, and Barbara Hammer. “‘I Do Not Know! But Why?’ — Local Model-Agnostic Example-Based Explanations of Reject.” <i>Neurocomputing</i> 558 (2023). <a href=\"https://doi.org/10.1016/j.neucom.2023.126722\">https://doi.org/10.1016/j.neucom.2023.126722</a>.","short":"A. Artelt, R. Visser, B. Hammer, Neurocomputing 558 (2023).","ieee":"A. Artelt, R. Visser, and B. Hammer, “‘I do not know! but why?’ — Local model-agnostic example-based explanations of reject,” <i>Neurocomputing</i>, vol. 558, Art. no. 126722, 2023, doi: <a href=\"https://doi.org/10.1016/j.neucom.2023.126722\">10.1016/j.neucom.2023.126722</a>.","apa":"Artelt, A., Visser, R., &#38; Hammer, B. (2023). “I do not know! but why?” — Local model-agnostic example-based explanations of reject. <i>Neurocomputing</i>, <i>558</i>, Article 126722. <a href=\"https://doi.org/10.1016/j.neucom.2023.126722\">https://doi.org/10.1016/j.neucom.2023.126722</a>"},"status":"public","user_id":"55908","volume":558,"_id":"61301","publisher":"Elsevier BV"},{"_id":"58723","language":[{"iso":"eng"}],"publisher":"Association for Computational Linguistics","page":"957–967","editor":[{"first_name":"Andreas","last_name":"Vlachos","full_name":"Vlachos, Andreas"},{"full_name":"Augenstein, Isabelle","first_name":"Isabelle","last_name":"Augenstein"}],"user_id":"3900","doi":"10.18653/v1/2023.eacl-main.67","author":[{"first_name":"Milad","last_name":"Alshomary","full_name":"Alshomary, Milad","id":"73059"},{"id":"3900","full_name":"Wachsmuth, Henning","last_name":"Wachsmuth","first_name":"Henning"}],"year":"2023","status":"public","title":"Conclusion-based Counter-Argument Generation","date_updated":"2025-02-20T08:21:41Z","date_created":"2025-02-20T08:20:35Z","place":"Dubrovnik, Croatia","department":[{"_id":"600"},{"_id":"660"}],"type":"conference","citation":{"bibtex":"@inproceedings{Alshomary_Wachsmuth_2023, place={Dubrovnik, Croatia}, title={Conclusion-based Counter-Argument Generation}, DOI={<a href=\"https://doi.org/10.18653/v1/2023.eacl-main.67\">10.18653/v1/2023.eacl-main.67</a>}, booktitle={Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics}, publisher={Association for Computational Linguistics}, author={Alshomary, Milad and Wachsmuth, Henning}, editor={Vlachos, Andreas and Augenstein, Isabelle}, year={2023}, pages={957–967} }","chicago":"Alshomary, Milad, and Henning Wachsmuth. “Conclusion-Based Counter-Argument Generation.” In <i>Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics</i>, edited by Andreas Vlachos and Isabelle Augenstein, 957–967. Dubrovnik, Croatia: Association for Computational Linguistics, 2023. <a href=\"https://doi.org/10.18653/v1/2023.eacl-main.67\">https://doi.org/10.18653/v1/2023.eacl-main.67</a>.","ama":"Alshomary M, Wachsmuth H. Conclusion-based Counter-Argument Generation. In: Vlachos A, Augenstein I, eds. <i>Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics</i>. Association for Computational Linguistics; 2023:957–967. doi:<a href=\"https://doi.org/10.18653/v1/2023.eacl-main.67\">10.18653/v1/2023.eacl-main.67</a>","short":"M. Alshomary, H. Wachsmuth, in: A. Vlachos, I. Augenstein (Eds.), Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics, Association for Computational Linguistics, Dubrovnik, Croatia, 2023, pp. 957–967.","ieee":"M. Alshomary and H. Wachsmuth, “Conclusion-based Counter-Argument Generation,” in <i>Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics</i>, 2023, pp. 957–967, doi: <a href=\"https://doi.org/10.18653/v1/2023.eacl-main.67\">10.18653/v1/2023.eacl-main.67</a>.","mla":"Alshomary, Milad, and Henning Wachsmuth. “Conclusion-Based Counter-Argument Generation.” <i>Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics</i>, edited by Andreas Vlachos and Isabelle Augenstein, Association for Computational Linguistics, 2023, pp. 957–967, doi:<a href=\"https://doi.org/10.18653/v1/2023.eacl-main.67\">10.18653/v1/2023.eacl-main.67</a>.","apa":"Alshomary, M., &#38; Wachsmuth, H. (2023). Conclusion-based Counter-Argument Generation. In A. Vlachos &#38; I. Augenstein (Eds.), <i>Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics</i> (pp. 957–967). Association for Computational Linguistics. <a href=\"https://doi.org/10.18653/v1/2023.eacl-main.67\">https://doi.org/10.18653/v1/2023.eacl-main.67</a>"},"publication":"Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics","project":[{"_id":"118","name":"TRR 318 - INF: TRR 318 - Project Area INF"}],"abstract":[{"lang":"eng","text":"In real-world debates, the most common way to counter an argument is to reason against its main point, that is, its conclusion. Existing work on the automatic generation of natural language counter-arguments does not address the relation to the conclusion, possibly because many arguments leave their conclusion implicit. In this paper, we hypothesize that the key to effective counter-argument generation is to explicitly model the argument‘s conclusion and to ensure that the stance of the generated counter is opposite to that conclusion. In particular, we propose a multitask approach that jointly learns to generate both the conclusion and the counter of an input argument. The approach employs a stance-based ranking component that selects the counter from a diverse set of generated candidates whose stance best opposes the generated conclusion. In both automatic and manual evaluation, we provide evidence that our approach generates more relevant and stance-adhering counters than strong baselines."}]},{"user_id":"90826","_id":"47448","publisher":"Springer, Cham","status":"public","conference":{"name":"1st World Conference on eXplainable Artificial Intelligence (xAI 2023)","start_date":"2023-07-26","location":"Lisboa","end_date":"2023-07-28"},"oa":"1","project":[{"_id":"114","grant_number":"438445824","name":"TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell bei der Erklärung von digitalen Artefakten (Teilprojekt A04)"}],"citation":{"bibtex":"@inproceedings{Terfloth_Schaffer_Buhl_Schulte_2023, title={Adding Why to What? Analyses of an Everyday Explanation}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-44070-0_13\">10.1007/978-3-031-44070-0_13</a>}, publisher={Springer, Cham}, author={Terfloth, Lutz and Schaffer, Michael and Buhl, Heike M. and Schulte, Carsten}, year={2023} }","ama":"Terfloth L, Schaffer M, Buhl HM, Schulte C. Adding Why to What? Analyses of an Everyday Explanation. In: Springer, Cham; 2023. doi:<a href=\"https://doi.org/10.1007/978-3-031-44070-0_13\">10.1007/978-3-031-44070-0_13</a>","mla":"Terfloth, Lutz, et al. <i>Adding Why to What? Analyses of an Everyday Explanation</i>. Springer, Cham, 2023, doi:<a href=\"https://doi.org/10.1007/978-3-031-44070-0_13\">10.1007/978-3-031-44070-0_13</a>.","short":"L. Terfloth, M. Schaffer, H.M. Buhl, C. Schulte, in: Springer, Cham, 2023.","chicago":"Terfloth, Lutz, Michael Schaffer, Heike M. Buhl, and Carsten Schulte. “Adding Why to What? Analyses of an Everyday Explanation.” Springer, Cham, 2023. <a href=\"https://doi.org/10.1007/978-3-031-44070-0_13\">https://doi.org/10.1007/978-3-031-44070-0_13</a>.","ieee":"L. Terfloth, M. Schaffer, H. M. Buhl, and C. Schulte, “Adding Why to What? Analyses of an Everyday Explanation,” presented at the 1st World Conference on eXplainable Artificial Intelligence (xAI 2023), Lisboa, 2023, doi: <a href=\"https://doi.org/10.1007/978-3-031-44070-0_13\">10.1007/978-3-031-44070-0_13</a>.","apa":"Terfloth, L., Schaffer, M., Buhl, H. M., &#38; Schulte, C. (2023). <i>Adding Why to What? Analyses of an Everyday Explanation</i>. 1st World Conference on eXplainable Artificial Intelligence (xAI 2023), Lisboa. <a href=\"https://doi.org/10.1007/978-3-031-44070-0_13\">https://doi.org/10.1007/978-3-031-44070-0_13</a>"},"doi":"10.1007/978-3-031-44070-0_13","main_file_link":[{"url":"https://link.springer.com/chapter/10.1007/978-3-031-44070-0_13","open_access":"1"}],"language":[{"iso":"eng"}],"date_updated":"2025-08-12T07:54:19Z","publication_status":"published","year":"2023","title":"Adding Why to What? Analyses of an Everyday Explanation","publication_identifier":{"isbn":["978-3-031-44069-4"]},"author":[{"id":"37320","full_name":"Terfloth, Lutz","first_name":"Lutz","last_name":"Terfloth"},{"first_name":"Michael","last_name":"Schaffer","full_name":"Schaffer, Michael"},{"id":"27152","last_name":"Buhl","first_name":"Heike M.","full_name":"Buhl, Heike M."},{"full_name":"Schulte, Carsten","first_name":"Carsten","last_name":"Schulte","id":"60311"}],"type":"conference","department":[{"_id":"67"},{"_id":"660"}],"date_created":"2023-09-26T12:00:06Z","abstract":[{"text":"In XAI it is important to consider that, in contrast to explanations for professional audiences, one cannot assume common expertise when explaining for laypeople. But such explanations between humans vary greatly, making it difficult to research commonalities across explanations. We used the dual nature theory, a techno-philosophical approach, to cope with these challenges. According to it, one can explain, for example, an XAI's decision by addressing its dual nature: by focusing on the Architecture (e.g., the logic of its algorithms) or the Relevance (e.g., the severity of a decision, the implications of a recommendation). We investigated 20 game explanations using the theory as an analytical framework. We elaborate how we used the theory to quickly structure and compare explanations of technological artifacts. We supplemented results from analyzing the explanation contents with results from a video recall to explore how explainers justified their explanation. We found that explainers were focusing on the physical aspects of the game first (Architecture) and only later on aspects of the Relevance. Reasoning in the video recalls indicated that EX regarded the focus on the Architecture as important for structuring the explanation initially by explaining the basic components before focusing on more complex, intangible aspects. Shifting between addressing the two sides was justified by explanation goals, emerging misunderstandings, and the knowledge needs of the explainee. We discovered several commonalities that inspire future research questions which, if further generalizable, provide first ideas for the construction of synthetic explanations.","lang":"eng"}]},{"oa":"1","project":[{"grant_number":"438445824","_id":"129","name":"TRR 318 - C06: TRR 318 - Technisch unterstütztes Erklären von Stimmcharakteristika (Teilprojekt C06)"}],"file_date_updated":"2022-10-12T07:09:26Z","citation":{"ama":"Wiechmann J, Glarner T, Rautenberg F, Wagner P, Haeb-Umbach R. Technically enabled explaining of voice characteristics. In: <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>. ; 2022.","bibtex":"@inproceedings{Wiechmann_Glarner_Rautenberg_Wagner_Haeb-Umbach_2022, title={Technically enabled explaining of voice characteristics}, booktitle={18. Phonetik und Phonologie im deutschsprachigen Raum (P&#38;P)}, author={Wiechmann, Jana and Glarner, Thomas and Rautenberg, Frederik and Wagner, Petra and Haeb-Umbach, Reinhold}, year={2022} }","mla":"Wiechmann, Jana, et al. “Technically Enabled Explaining of Voice Characteristics.” <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>, 2022.","chicago":"Wiechmann, Jana, Thomas Glarner, Frederik Rautenberg, Petra Wagner, and Reinhold Haeb-Umbach. “Technically Enabled Explaining of Voice Characteristics.” In <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>, 2022.","short":"J. Wiechmann, T. Glarner, F. Rautenberg, P. Wagner, R. Haeb-Umbach, in: 18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P), 2022.","apa":"Wiechmann, J., Glarner, T., Rautenberg, F., Wagner, P., &#38; Haeb-Umbach, R. (2022). Technically enabled explaining of voice characteristics. <i>18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&#38;P)</i>.","ieee":"J. Wiechmann, T. Glarner, F. Rautenberg, P. Wagner, and R. Haeb-Umbach, “Technically enabled explaining of voice characteristics,” Bielefeld, 2022."},"ddc":["000"],"user_id":"72602","_id":"33696","has_accepted_license":"1","status":"public","conference":{"end_date":"2022-10-07","location":"Bielefeld","start_date":"2022-10-06"},"type":"conference","department":[{"_id":"54"},{"_id":"660"}],"file":[{"date_updated":"2022-10-12T07:09:26Z","relation":"main_file","file_size":109294,"access_level":"open_access","file_name":"PP_2022_paper_8911.pdf","content_type":"application/pdf","file_id":"33697","creator":"huesera","date_created":"2022-10-12T07:09:26Z"}],"date_created":"2022-10-12T07:10:03Z","license":"https://creativecommons.org/publicdomain/zero/1.0/","publication":"18. Phonetik und Phonologie im deutschsprachigen Raum (P&P)","language":[{"iso":"eng"}],"date_updated":"2023-11-22T13:45:30Z","title":"Technically enabled explaining of voice characteristics","year":"2022","author":[{"full_name":"Wiechmann, Jana","last_name":"Wiechmann","first_name":"Jana"},{"last_name":"Glarner","first_name":"Thomas","full_name":"Glarner, Thomas"},{"id":"72602","last_name":"Rautenberg","first_name":"Frederik","full_name":"Rautenberg, Frederik"},{"full_name":"Wagner, Petra","last_name":"Wagner","first_name":"Petra"},{"id":"242","first_name":"Reinhold","last_name":"Haeb-Umbach","full_name":"Haeb-Umbach, Reinhold"}]},{"language":[{"iso":"eng"}],"alternative_title":["An Interdisciplinary Perspective"],"doi":"10.1007/s13218-022-00786-2","publication_identifier":{"issn":["0933-1875","1610-1987"]},"author":[{"last_name":"Schmid","first_name":"Ute","full_name":"Schmid, Ute"},{"full_name":"Wrede, Britta","last_name":"Wrede","first_name":"Britta"}],"year":"2022","title":"What is Missing in XAI So Far?","intvolume":"        36","date_updated":"2024-02-26T08:48:49Z","publication_status":"published","date_created":"2024-02-14T09:41:56Z","department":[{"_id":"660"}],"keyword":["Artificial Intelligence"],"type":"journal_article","issue":"3-4","publication":"KI - Künstliche Intelligenz","abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title><jats:p>With the perspective on applications of AI-technology, especially data intensive deep learning approaches, the need for methods to control and understand such models has been recognized and gave rise to a new research domain labeled explainable artificial intelligence (XAI). In this overview paper we give an interim appraisal of what has been achieved so far and where there are still gaps in the research. 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>"}],"_id":"51348","publisher":"Springer Science and Business Media LLC","page":"303-315","volume":36,"user_id":"54779","status":"public","citation":{"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>.","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} }","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>","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>.","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>","short":"U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 303–315.","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>."},"project":[{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"},{"name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)","grant_number":"438445824","_id":"115"}]},{"publication":"KI - Künstliche Intelligenz","issue":"3-4","date_created":"2024-02-18T10:03:11Z","keyword":["Artificial Intelligence"],"type":"journal_article","department":[{"_id":"660"}],"year":"2022","title":"Explainable AI","author":[{"full_name":"Schmid, Ute","last_name":"Schmid","first_name":"Ute"},{"full_name":"Wrede, Britta","first_name":"Britta","last_name":"Wrede"}],"publication_identifier":{"issn":["0933-1875","1610-1987"]},"date_updated":"2024-02-26T08:48:00Z","publication_status":"published","intvolume":"        36","language":[{"iso":"eng"}],"doi":"10.1007/s13218-022-00788-0","citation":{"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>.","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} }","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>","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>.","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>","short":"U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 207–210.","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>."},"project":[{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"},{"name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)","_id":"115","grant_number":"438445824"}],"status":"public","page":"207-210","_id":"51366","publisher":"Springer Science and Business Media LLC","user_id":"54779","volume":36},{"project":[{"name":"TRR 318 - A3: TRR 318 - Subproject A3","_id":"113"}],"citation":{"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} }","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>","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>.","short":"B. Wrede, KI - Künstliche Intelligenz 36 (2022) 117–120.","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>.","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>.","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>"},"user_id":"54779","volume":36,"page":"117-120","_id":"51365","publisher":"Springer Science and Business Media LLC","status":"public","type":"journal_article","keyword":["Artificial Intelligence"],"department":[{"_id":"660"}],"date_created":"2024-02-18T09:55:30Z","issue":"2","publication":"KI - Künstliche Intelligenz","doi":"10.1007/s13218-022-00773-7","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2024-02-26T08:50:19Z","intvolume":"        36","year":"2022","title":"AI: Back to the Roots?","author":[{"last_name":"Wrede","first_name":"Britta","full_name":"Wrede, Britta"}],"publication_identifier":{"issn":["0933-1875","1610-1987"]}},{"publication":"Frontiers in Communication","abstract":[{"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>","lang":"eng"}],"date_created":"2024-02-14T09:07:53Z","department":[{"_id":"660"}],"keyword":["Social Sciences (miscellaneous)","Communication"],"type":"journal_article","publication_identifier":{"issn":["2297-900X"]},"author":[{"last_name":"Rohlfing","first_name":"Katharina","full_name":"Rohlfing, Katharina","id":"50352"},{"full_name":"Vollmer, Anna-Lisa","last_name":"Vollmer","first_name":"Anna-Lisa"},{"full_name":"Fritsch, Jannik","last_name":"Fritsch","first_name":"Jannik"},{"full_name":"Wrede, Britta","last_name":"Wrede","first_name":"Britta"}],"title":"Which “motionese” parameters change with children's age? Disentangling attention-getting from action-structuring modifications","year":"2022","intvolume":"         7","publication_status":"published","date_updated":"2024-02-26T08:53:33Z","language":[{"iso":"eng"}],"doi":"10.3389/fcomm.2022.922405","citation":{"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>.","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>","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} }","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>","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>.","short":"K. Rohlfing, A.-L. Vollmer, J. Fritsch, B. Wrede, Frontiers in Communication 7 (2022).","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>."},"project":[{"name":"TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)","_id":"111","grant_number":"438445824"},{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"},{"grant_number":"438445824","_id":"115","name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)"}],"status":"public","publisher":"Frontiers Media SA","_id":"51344","volume":7,"user_id":"54779"},{"date_updated":"2024-02-26T08:52:52Z","publication_status":"published","author":[{"full_name":"Groß, André","orcid":"0000-0002-9593-7220","first_name":"André","last_name":"Groß","id":"93405"},{"last_name":"Schütze","first_name":"Christian","full_name":"Schütze, Christian"},{"last_name":"Wrede","first_name":"Britta","full_name":"Wrede, Britta"},{"first_name":"Birte","last_name":"Richter","full_name":"Richter, Birte"}],"status":"public","title":"An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems","year":"2022","doi":"10.1145/3536220.3558070","user_id":"54779","language":[{"iso":"eng"}],"_id":"51346","publisher":"ACM","page":"154-159","project":[{"name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)","_id":"115","grant_number":"438445824"},{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"}],"citation":{"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>.","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>","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} }","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>","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>.","short":"A. Groß, C. Schütze, B. Wrede, B. Richter, in: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, ACM, 2022, pp. 154–159.","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>."},"publication":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","department":[{"_id":"660"}],"type":"conference","date_created":"2024-02-14T09:28:57Z"},{"page":"166-170","publisher":"ACM","_id":"51347","language":[{"iso":"eng"}],"user_id":"54779","doi":"10.1145/3536220.3558072","title":"Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming","status":"public","year":"2022","author":[{"first_name":"Christian","last_name":"Schütze","full_name":"Schütze, Christian"},{"id":"93405","first_name":"André","last_name":"Groß","orcid":"0000-0002-9593-7220","full_name":"Groß, André"},{"full_name":"Wrede, Britta","first_name":"Britta","last_name":"Wrede"},{"last_name":"Richter","first_name":"Birte","full_name":"Richter, Birte"}],"publication_status":"published","date_updated":"2024-02-26T08:52:05Z","date_created":"2024-02-14T09:40:09Z","type":"conference","department":[{"_id":"660"}],"publication":"INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION","citation":{"apa":"Schütze, C., Groß, A., Wrede, B., &#38; Richter, B. (2022). Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming. <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, 166–170. <a href=\"https://doi.org/10.1145/3536220.3558072\">https://doi.org/10.1145/3536220.3558072</a>","ieee":"C. Schütze, A. Groß, B. Wrede, and B. Richter, “Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming,” in <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, 2022, pp. 166–170, doi: <a href=\"https://doi.org/10.1145/3536220.3558072\">10.1145/3536220.3558072</a>.","short":"C. Schütze, A. Groß, B. Wrede, B. Richter, in: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, ACM, 2022, pp. 166–170.","chicago":"Schütze, Christian, André Groß, Britta Wrede, and Birte Richter. “Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming.” In <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, 166–70. ACM, 2022. <a href=\"https://doi.org/10.1145/3536220.3558072\">https://doi.org/10.1145/3536220.3558072</a>.","mla":"Schütze, Christian, et al. “Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming.” <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>, ACM, 2022, pp. 166–70, doi:<a href=\"https://doi.org/10.1145/3536220.3558072\">10.1145/3536220.3558072</a>.","ama":"Schütze C, Groß A, Wrede B, Richter B. Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming. In: <i>INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION</i>. ACM; 2022:166-170. doi:<a href=\"https://doi.org/10.1145/3536220.3558072\">10.1145/3536220.3558072</a>","bibtex":"@inproceedings{Schütze_Groß_Wrede_Richter_2022, title={Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming}, DOI={<a href=\"https://doi.org/10.1145/3536220.3558072\">10.1145/3536220.3558072</a>}, booktitle={INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION}, publisher={ACM}, author={Schütze, Christian and Groß, André and Wrede, Britta and Richter, Birte}, year={2022}, pages={166–170} }"},"project":[{"name":"TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog (Teilprojekt A05)","_id":"115","grant_number":"438445824"},{"_id":"113","name":"TRR 318 - A3: TRR 318 - Subproject A3"}]},{"abstract":[{"lang":"eng","text":"As AI is more and more pervasive in everyday life, humans have an increasing demand to understand its behavior and decisions. Most research on explainable AI builds on the premise that there is one ideal explanation to be found. In fact, however, everyday explanations are co-constructed in a dialogue between the person explaining (the explainer) and the specific person being explained to (the explainee). In this paper, we introduce a first corpus of dialogical explanations to enable NLP research on how humans explain as well as on how AI can learn to imitate this process. The corpus consists of 65 transcribed English dialogues from the Wired video series 5 Levels, explaining 13 topics to five explainees of different proficiency. All 1550 dialogue turns have been manually labeled by five independent professionals for the topic discussed as well as for the dialogue act and the explanation move performed. We analyze linguistic patterns of explainers and explainees, and we explore differences across proficiency levels. BERT-based baseline results indicate that sequence information helps predicting topics, acts, and moves effectively."}],"project":[{"_id":"118","name":"TRR 318 - INF: TRR 318 - Project Area INF"}],"publication":"Proceedings of the 29th International Conference on Computational Linguistics","citation":{"mla":"Wachsmuth, Henning, and Milad Alshomary. “‘Mama Always Had a Way of Explaining Things So I Could Understand’: A Dialogue Corpus for Learning to Construct Explanations.” <i>Proceedings of the 29th International Conference on Computational Linguistics</i>, edited by Nicoletta Calzolari et al., International Committee on Computational Linguistics, 2022, pp. 344–354.","bibtex":"@inproceedings{Wachsmuth_Alshomary_2022, place={Gyeongju, Republic of Korea}, title={“Mama Always Had a Way of Explaining Things So I Could Understand”: A Dialogue Corpus for Learning to Construct Explanations}, booktitle={Proceedings of the 29th International Conference on Computational Linguistics}, publisher={International Committee on Computational Linguistics}, author={Wachsmuth, Henning and Alshomary, Milad}, editor={Calzolari, Nicoletta and Huang, Chu-Ren and Kim, Hansaem and Pustejovsky, James and Wanner, Leo and Choi, Key-Sun and Ryu, Pum-Mo and Chen, Hsin-Hsi and Donatelli, Lucia and Ji, Heng and et al.}, year={2022}, pages={344–354} }","ama":"Wachsmuth H, Alshomary M. “Mama Always Had a Way of Explaining Things So I Could Understand”: A Dialogue Corpus for Learning to Construct Explanations. In: Calzolari N, Huang C-R, Kim H, et al., eds. <i>Proceedings of the 29th International Conference on Computational Linguistics</i>. International Committee on Computational Linguistics; 2022:344–354.","ieee":"H. Wachsmuth and M. Alshomary, “‘Mama Always Had a Way of Explaining Things So I Could Understand’: A Dialogue Corpus for Learning to Construct Explanations,” in <i>Proceedings of the 29th International Conference on Computational Linguistics</i>, 2022, pp. 344–354.","apa":"Wachsmuth, H., &#38; Alshomary, M. (2022). “Mama Always Had a Way of Explaining Things So I Could Understand”: A Dialogue Corpus for Learning to Construct Explanations. In N. Calzolari, C.-R. Huang, H. Kim, J. Pustejovsky, L. Wanner, K.-S. Choi, P.-M. Ryu, H.-H. Chen, L. Donatelli, H. Ji, S. Kurohashi, P. Paggio, N. Xue, S. Kim, Y. Hahm, Z. He, T. K. Lee, E. Santus, F. Bond, &#38; S.-H. Na (Eds.), <i>Proceedings of the 29th International Conference on Computational Linguistics</i> (pp. 344–354). International Committee on Computational Linguistics.","short":"H. Wachsmuth, M. Alshomary, in: N. Calzolari, C.-R. Huang, H. Kim, J. Pustejovsky, L. Wanner, K.-S. Choi, P.-M. Ryu, H.-H. Chen, L. Donatelli, H. Ji, S. Kurohashi, P. Paggio, N. Xue, S. Kim, Y. Hahm, Z. He, T.K. Lee, E. Santus, F. Bond, S.-H. Na (Eds.), Proceedings of the 29th International Conference on Computational Linguistics, International Committee on Computational Linguistics, Gyeongju, Republic of Korea, 2022, pp. 344–354.","chicago":"Wachsmuth, Henning, and Milad Alshomary. “‘Mama Always Had a Way of Explaining Things So I Could Understand’: A Dialogue Corpus for Learning to Construct Explanations.” In <i>Proceedings of the 29th International Conference on Computational Linguistics</i>, edited by Nicoletta Calzolari, Chu-Ren Huang, Hansaem Kim, James Pustejovsky, Leo Wanner, Key-Sun Choi, Pum-Mo Ryu, et al., 344–354. Gyeongju, Republic of Korea: International Committee on Computational Linguistics, 2022."},"type":"conference","department":[{"_id":"600"},{"_id":"660"}],"date_created":"2024-07-22T13:05:42Z","place":"Gyeongju, Republic of Korea","date_updated":"2024-07-26T13:05:45Z","status":"public","title":"“Mama Always Had a Way of Explaining Things So I Could Understand”: A Dialogue Corpus for Learning to Construct Explanations","year":"2022","author":[{"first_name":"Henning","last_name":"Wachsmuth","full_name":"Wachsmuth, Henning","id":"3900"},{"id":"73059","last_name":"Alshomary","first_name":"Milad","full_name":"Alshomary, Milad"}],"user_id":"3900","editor":[{"full_name":"Calzolari, Nicoletta","last_name":"Calzolari","first_name":"Nicoletta"},{"full_name":"Huang, Chu-Ren","first_name":"Chu-Ren","last_name":"Huang"},{"full_name":"Kim, Hansaem","first_name":"Hansaem","last_name":"Kim"},{"first_name":"James","last_name":"Pustejovsky","full_name":"Pustejovsky, James"},{"full_name":"Wanner, Leo","last_name":"Wanner","first_name":"Leo"},{"full_name":"Choi, Key-Sun","first_name":"Key-Sun","last_name":"Choi"},{"first_name":"Pum-Mo","last_name":"Ryu","full_name":"Ryu, Pum-Mo"},{"full_name":"Chen, Hsin-Hsi","first_name":"Hsin-Hsi","last_name":"Chen"},{"first_name":"Lucia","last_name":"Donatelli","full_name":"Donatelli, Lucia"},{"first_name":"Heng","last_name":"Ji","full_name":"Ji, Heng"},{"first_name":"Sadao","last_name":"Kurohashi","full_name":"Kurohashi, Sadao"},{"first_name":"Patrizia","last_name":"Paggio","full_name":"Paggio, Patrizia"},{"full_name":"Xue, Nianwen","first_name":"Nianwen","last_name":"Xue"},{"full_name":"Kim, Seokhwan","last_name":"Kim","first_name":"Seokhwan"},{"first_name":"Younggyun","last_name":"Hahm","full_name":"Hahm, Younggyun"},{"last_name":"He","first_name":"Zhong","full_name":"He, Zhong"},{"full_name":"Lee, Tony Kyungil","first_name":"Tony Kyungil","last_name":"Lee"},{"first_name":"Enrico","last_name":"Santus","full_name":"Santus, Enrico"},{"last_name":"Bond","first_name":"Francis","full_name":"Bond, Francis"},{"first_name":"Seung-Hoon","last_name":"Na","full_name":"Na, Seung-Hoon"}],"page":"344–354","_id":"55337","publisher":"International Committee on Computational Linguistics","language":[{"iso":"eng"}]},{"user_id":"3900","_id":"34067","language":[{"iso":"eng"}],"date_updated":"2024-07-26T13:08:46Z","status":"public","title":"Back to the Roots: Predicting the Source Domain of Metaphors using Contrastive Learning","year":"2022","author":[{"full_name":"Sengupta, Meghdut","last_name":"Sengupta","first_name":"Meghdut","id":"99459"},{"id":"73059","first_name":"Milad","last_name":"Alshomary","full_name":"Alshomary, Milad"},{"full_name":"Wachsmuth, Henning","first_name":"Henning","last_name":"Wachsmuth","id":"3900"}],"type":"conference","department":[{"_id":"600"},{"_id":"660"}],"date_created":"2022-11-14T08:49:07Z","project":[{"_id":"127","name":"TRR 318 - C4: TRR 318 - Subproject C4 - Metaphern als Werkzeug des Erklärens"}],"publication":"Proceedings of the 2022 Workshop on Figurative Language Processing","citation":{"bibtex":"@inproceedings{Sengupta_Alshomary_Wachsmuth_2022, title={Back to the Roots: Predicting the Source Domain of Metaphors using Contrastive Learning}, booktitle={Proceedings of the 2022 Workshop on Figurative Language Processing}, author={Sengupta, Meghdut and Alshomary, Milad and Wachsmuth, Henning}, year={2022} }","ama":"Sengupta M, Alshomary M, Wachsmuth H. Back to the Roots: Predicting the Source Domain of Metaphors using Contrastive Learning. In: <i>Proceedings of the 2022 Workshop on Figurative Language Processing</i>. ; 2022.","mla":"Sengupta, Meghdut, et al. “Back to the Roots: Predicting the Source Domain of Metaphors Using Contrastive Learning.” <i>Proceedings of the 2022 Workshop on Figurative Language Processing</i>, 2022.","short":"M. Sengupta, M. Alshomary, H. Wachsmuth, in: Proceedings of the 2022 Workshop on Figurative Language Processing, 2022.","chicago":"Sengupta, Meghdut, Milad Alshomary, and Henning Wachsmuth. “Back to the Roots: Predicting the Source Domain of Metaphors Using Contrastive Learning.” In <i>Proceedings of the 2022 Workshop on Figurative Language Processing</i>, 2022.","ieee":"M. Sengupta, M. Alshomary, and H. Wachsmuth, “Back to the Roots: Predicting the Source Domain of Metaphors using Contrastive Learning,” 2022.","apa":"Sengupta, M., Alshomary, M., &#38; Wachsmuth, H. (2022). Back to the Roots: Predicting the Source Domain of Metaphors using Contrastive Learning. <i>Proceedings of the 2022 Workshop on Figurative Language Processing</i>."}}]