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Purver (Eds.), Findings of the Association for Computational Linguistics: EACL 2024, St. Julian’s, Malta, March 17-22, 2024, Association for Computational Linguistics, 2024, pp. 478–499.","ieee":"L. Hu, I. Habernal, L. Shen, and D. Wang, “Differentially Private Natural Language Models: Recent Advances and Future Directions,” in Findings of the Association for Computational Linguistics: EACL 2024, St. Julian’s, Malta, March 17-22, 2024, 2024, pp. 478–499."},"type":"conference","year":"2024","page":"478–499","language":[{"iso":"eng"}],"date_updated":"2024-03-25T10:31:30Z","_id":"52827"},{"type":"conference","year":"2024","citation":{"chicago":"Igamberdiev, Timour, Doan Nam Long Vu, Felix Kuennecke, Zhuo Yu, Jannik Holmer, and Ivan Habernal. “DP-NMT: Scalable Differentially Private Machine Translation.” In Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations, edited by Nikolaos Aletras and Orphee De Clercq, 94–105. St. Julians, Malta: Association for Computational Linguistics, 2024.","ama":"Igamberdiev T, Vu DNL, Kuennecke F, Yu Z, Holmer J, Habernal I. DP-NMT: Scalable Differentially Private Machine Translation. In: Aletras N, De Clercq O, eds. Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations. Association for Computational Linguistics; 2024:94–105.","apa":"Igamberdiev, T., Vu, D. N. L., Kuennecke, F., Yu, Z., Holmer, J., & Habernal, I. (2024). DP-NMT: Scalable Differentially Private Machine Translation. In N. Aletras & O. De Clercq (Eds.), Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations (pp. 94–105). Association for Computational Linguistics.","bibtex":"@inproceedings{Igamberdiev_Vu_Kuennecke_Yu_Holmer_Habernal_2024, place={St. Julians, Malta}, title={DP-NMT: Scalable Differentially Private Machine Translation}, booktitle={Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations}, publisher={Association for Computational Linguistics}, author={Igamberdiev, Timour and Vu, Doan Nam Long and Kuennecke, Felix and Yu, Zhuo and Holmer, Jannik and Habernal, Ivan}, editor={Aletras, Nikolaos and De Clercq, Orphee}, year={2024}, pages={94–105} }","mla":"Igamberdiev, Timour, et al. “DP-NMT: Scalable Differentially Private Machine Translation.” Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations, edited by Nikolaos Aletras and Orphee De Clercq, Association for Computational Linguistics, 2024, pp. 94–105.","short":"T. Igamberdiev, D.N.L. Vu, F. Kuennecke, Z. Yu, J. Holmer, I. Habernal, in: N. Aletras, O. De Clercq (Eds.), Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations, Association for Computational Linguistics, St. Julians, Malta, 2024, pp. 94–105.","ieee":"T. Igamberdiev, D. N. L. Vu, F. Kuennecke, Z. Yu, J. Holmer, and I. Habernal, “DP-NMT: Scalable Differentially Private Machine Translation,” in Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations, 2024, pp. 94–105."},"page":"94–105","language":[{"iso":"eng"}],"_id":"52842","date_updated":"2024-03-25T11:31:12Z","editor":[{"full_name":"Aletras, Nikolaos","first_name":"Nikolaos","last_name":"Aletras"},{"first_name":"Orphee","full_name":"De Clercq, Orphee","last_name":"De Clercq"}],"status":"public","date_created":"2024-03-25T11:30:44Z","publisher":"Association for Computational Linguistics","author":[{"full_name":"Igamberdiev, Timour","first_name":"Timour","last_name":"Igamberdiev"},{"last_name":"Vu","full_name":"Vu, Doan Nam Long","first_name":"Doan Nam Long"},{"full_name":"Kuennecke, Felix","first_name":"Felix","last_name":"Kuennecke"},{"last_name":"Yu","full_name":"Yu, Zhuo","first_name":"Zhuo"},{"last_name":"Holmer","first_name":"Jannik","full_name":"Holmer, Jannik"},{"id":"101881","last_name":"Habernal","full_name":"Habernal, Ivan","first_name":"Ivan"}],"publication":"Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations","department":[{"_id":"820"}],"title":"DP-NMT: Scalable Differentially Private Machine Translation","user_id":"15504","place":"St. Julians, Malta","abstract":[{"text":"Neural machine translation (NMT) is a widely popular text generation task, yet there is a considerable research gap in the development of privacy-preserving NMT models, despite significant data privacy concerns for NMT systems. Differentially private stochastic gradient descent (DP-SGD) is a popular method for training machine learning models with concrete privacy guarantees; however, the implementation specifics of training a model with DP-SGD are not always clarified in existing models, with differing software libraries used and code bases not always being public, leading to reproducibility issues. To tackle this, we introduce DP-NMT, an open-source framework for carrying out research on privacy-preserving NMT with DP-SGD, bringing together numerous models, datasets, and evaluation metrics in one systematic software package. Our goal is to provide a platform for researchers to advance the development of privacy-preserving NMT systems, keeping the specific details of the DP-SGD algorithm transparent and intuitive to implement. We run a set of experiments on datasets from both general and privacy-related domains to demonstrate our framework in use. We make our framework publicly available and welcome feedback from the community.","lang":"eng"}]},{"title":"Answering legal questions from laymen in German civil law system","user_id":"15504","place":"St. Julian{’}s, Malta","abstract":[{"text":"What is preventing us from building a NLP system that could help real people in real situations, for instance when they need legal advice but don{’}t understand law? This question is trickier than one might think, because legal systems vary from country to country, so do the law books, availability of data, and incomprehensibility of legalese. In this paper we focus Germany (which employs the civil-law system where, roughly speaking, interpretation of law codes dominates over precedence) and lay a foundational work to address the laymen{’}s legal question answering empirically. We create GerLayQA, a new dataset comprising of 21k laymen{’}s legal questions paired with answers from lawyers and grounded to concrete law book paragraphs. We experiment with a variety of retrieval and answer generation models and provide an in-depth analysis of limitations, which helps us to provide first empirical answers to the question above.","lang":"eng"}],"editor":[{"first_name":"Yvette","full_name":"Graham, Yvette","last_name":"Graham"},{"last_name":"Purver","full_name":"Purver, Matthew","first_name":"Matthew"}],"status":"public","date_created":"2024-03-25T11:27:27Z","publisher":"Association for Computational Linguistics","author":[{"first_name":"Marius","full_name":"Büttner, Marius","last_name":"Büttner"},{"last_name":"Habernal","id":"101881","first_name":"Ivan","full_name":"Habernal, Ivan"}],"publication":"Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)","date_updated":"2024-03-25T11:28:00Z","_id":"52841","citation":{"short":"M. Büttner, I. Habernal, in: Y. Graham, M. Purver (Eds.), Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), Association for Computational Linguistics, St. Julian{’}s, Malta, 2024, pp. 2015–2027.","ieee":"M. Büttner and I. Habernal, “Answering legal questions from laymen in German civil law system,” in Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), 2024, pp. 2015–2027.","chicago":"Büttner, Marius, and Ivan Habernal. “Answering Legal Questions from Laymen in German Civil Law System.” In Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), edited by Yvette Graham and Matthew Purver, 2015–2027. St. Julian{’}s, Malta: Association for Computational Linguistics, 2024.","apa":"Büttner, M., & Habernal, I. (2024). Answering legal questions from laymen in German civil law system. In Y. Graham & M. Purver (Eds.), Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers) (pp. 2015–2027). Association for Computational Linguistics.","ama":"Büttner M, Habernal I. Answering legal questions from laymen in German civil law system. In: Graham Y, Purver M, eds. Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers). Association for Computational Linguistics; 2024:2015–2027.","bibtex":"@inproceedings{Büttner_Habernal_2024, place={St. Julian{’}s, Malta}, title={Answering legal questions from laymen in German civil law system}, booktitle={Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)}, publisher={Association for Computational Linguistics}, author={Büttner, Marius and Habernal, Ivan}, editor={Graham, Yvette and Purver, Matthew}, year={2024}, pages={2015–2027} }","mla":"Büttner, Marius, and Ivan Habernal. “Answering Legal Questions from Laymen in German Civil Law System.” Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), edited by Yvette Graham and Matthew Purver, Association for Computational Linguistics, 2024, pp. 2015–2027."},"year":"2024","type":"conference","page":"2015–2027","language":[{"iso":"eng"}]},{"user_id":"23547","article_type":"original","abstract":[{"text":"Due to the hydrolytic instability of LiPF6 in carbonate-based solvents, HF is a typical impurity in Li-ion battery electrolytes. HF significantly influences the performance of Li-ion batteries, for example by impacting the formation of the solid electrolyte interphase at the anode and by affecting transition metal dissolution at the cathode. Additionally, HF complicates studying fundamental interfacial electrochemistry of Li-ion battery electrolytes, such as direct anion reduction, because it is electrocatalytically relatively unstable, resulting in LiF passivation layers. Methods to selectively remove ppm levels of HF from LiPF6-containing carbonate-based electrolytes are limited. We introduce and benchmark a simple yet efficient electrochemical in situ method to selectively remove ppm amounts of HF from LiPF6-containing carbonate-based electrolytes. The basic idea is the application of a suitable potential to a high surface-area metallic electrode upon which only HF reacts (electrocatalytically) while all other electrolyte components are unaffected under the respective conditions.","lang":"eng"}],"volume":171,"status":"public","date_created":"2024-03-08T06:27:10Z","author":[{"full_name":"Ge, Xiaokun","first_name":"Xiaokun","last_name":"Ge"},{"full_name":"Huck, Marten","first_name":"Marten","last_name":"Huck"},{"last_name":"Kuhlmann","first_name":"Andreas","full_name":"Kuhlmann, Andreas"},{"id":"23547","last_name":"Tiemann","full_name":"Tiemann, Michael","orcid":"0000-0003-1711-2722","first_name":"Michael"},{"first_name":"Christian","full_name":"Weinberger, Christian","last_name":"Weinberger","id":"11848"},{"last_name":"Xu","full_name":"Xu, Xiaodan","first_name":"Xiaodan"},{"last_name":"Zhao","first_name":"Zhenyu","full_name":"Zhao, Zhenyu"},{"last_name":"Steinrueck","first_name":"Hans-Georg","full_name":"Steinrueck, Hans-Georg"}],"quality_controlled":"1","publisher":"The Electrochemical Society","publication":"Journal of The Electrochemical Society","keyword":["Materials Chemistry","Electrochemistry","Surfaces","Coatings and Films","Condensed Matter Physics","Renewable Energy","Sustainability and the Environment","Electronic","Optical and Magnetic Materials"],"intvolume":" 171","_id":"52372","year":"2024","type":"journal_article","citation":{"chicago":"Ge, Xiaokun, Marten Huck, Andreas Kuhlmann, Michael Tiemann, Christian Weinberger, Xiaodan Xu, Zhenyu Zhao, and Hans-Georg Steinrueck. “Electrochemical Removal of HF from Carbonate-Based LiPF6-Containing Li-Ion Battery Electrolytes.” Journal of The Electrochemical Society 171 (2024): 030552. https://doi.org/10.1149/1945-7111/ad30d3.","apa":"Ge, X., Huck, M., Kuhlmann, A., Tiemann, M., Weinberger, C., Xu, X., Zhao, Z., & Steinrueck, H.-G. (2024). Electrochemical Removal of HF from Carbonate-based LiPF6-containing Li-ion Battery Electrolytes. Journal of The Electrochemical Society, 171, 030552. https://doi.org/10.1149/1945-7111/ad30d3","ama":"Ge X, Huck M, Kuhlmann A, et al. Electrochemical Removal of HF from Carbonate-based LiPF6-containing Li-ion Battery Electrolytes. Journal of The Electrochemical Society. 2024;171:030552. doi:10.1149/1945-7111/ad30d3","mla":"Ge, Xiaokun, et al. “Electrochemical Removal of HF from Carbonate-Based LiPF6-Containing Li-Ion Battery Electrolytes.” Journal of The Electrochemical Society, vol. 171, The Electrochemical Society, 2024, p. 030552, doi:10.1149/1945-7111/ad30d3.","bibtex":"@article{Ge_Huck_Kuhlmann_Tiemann_Weinberger_Xu_Zhao_Steinrueck_2024, title={Electrochemical Removal of HF from Carbonate-based LiPF6-containing Li-ion Battery Electrolytes}, volume={171}, DOI={10.1149/1945-7111/ad30d3}, journal={Journal of The Electrochemical Society}, publisher={The Electrochemical Society}, author={Ge, Xiaokun and Huck, Marten and Kuhlmann, Andreas and Tiemann, Michael and Weinberger, Christian and Xu, Xiaodan and Zhao, Zhenyu and Steinrueck, Hans-Georg}, year={2024}, pages={030552} }","short":"X. Ge, M. Huck, A. Kuhlmann, M. Tiemann, C. Weinberger, X. Xu, Z. Zhao, H.-G. Steinrueck, Journal of The Electrochemical Society 171 (2024) 030552.","ieee":"X. Ge et al., “Electrochemical Removal of HF from Carbonate-based LiPF6-containing Li-ion Battery Electrolytes,” Journal of The Electrochemical Society, vol. 171, p. 030552, 2024, doi: 10.1149/1945-7111/ad30d3."},"page":"030552","main_file_link":[{"open_access":"1","url":"https://dx.doi.org/10.1149/1945-7111/ad30d3"}],"title":"Electrochemical Removal of HF from Carbonate-based LiPF6-containing Li-ion Battery Electrolytes","publication_status":"published","publication_identifier":{"issn":["0013-4651","1945-7111"]},"department":[{"_id":"35"},{"_id":"2"},{"_id":"307"}],"doi":"10.1149/1945-7111/ad30d3","oa":"1","date_updated":"2024-03-25T17:01:09Z","language":[{"iso":"eng"}]},{"title":"Innovative measurement system for saber curvature observation in straightening processes","department":[{"_id":"153"},{"_id":"241"}],"publication_status":"published","publication_identifier":{"issn":["1877-0509"]},"date_updated":"2024-03-25T16:38:57Z","doi":"10.1016/j.procs.2024.02.024","language":[{"iso":"eng"}],"user_id":"41470","publisher":"Elsevier BV","author":[{"last_name":"Bathelt","full_name":"Bathelt, Lukas","first_name":"Lukas"},{"last_name":"Djakow","id":"7904","first_name":"Eugen","full_name":"Djakow, Eugen"},{"last_name":"Henke","first_name":"Christian","full_name":"Henke, Christian"},{"last_name":"Trächtler","id":"552","first_name":"Ansgar","full_name":"Trächtler, Ansgar"}],"quality_controlled":"1","publication":"Procedia Computer Science","keyword":["General Engineering"],"volume":232,"status":"public","date_created":"2024-03-25T16:38:03Z","_id":"52871","intvolume":" 232","type":"journal_article","year":"2024","citation":{"mla":"Bathelt, Lukas, et al. “Innovative Measurement System for Saber Curvature Observation in Straightening Processes.” Procedia Computer Science, vol. 232, Elsevier BV, 2024, pp. 2018–27, doi:10.1016/j.procs.2024.02.024.","bibtex":"@article{Bathelt_Djakow_Henke_Trächtler_2024, title={Innovative measurement system for saber curvature observation in straightening processes}, volume={232}, DOI={10.1016/j.procs.2024.02.024}, journal={Procedia Computer Science}, publisher={Elsevier BV}, author={Bathelt, Lukas and Djakow, Eugen and Henke, Christian and Trächtler, Ansgar}, year={2024}, pages={2018–2027} }","apa":"Bathelt, L., Djakow, E., Henke, C., & Trächtler, A. (2024). Innovative measurement system for saber curvature observation in straightening processes. Procedia Computer Science, 232, 2018–2027. https://doi.org/10.1016/j.procs.2024.02.024","ama":"Bathelt L, Djakow E, Henke C, Trächtler A. Innovative measurement system for saber curvature observation in straightening processes. Procedia Computer Science. 2024;232:2018-2027. doi:10.1016/j.procs.2024.02.024","chicago":"Bathelt, Lukas, Eugen Djakow, Christian Henke, and Ansgar Trächtler. “Innovative Measurement System for Saber Curvature Observation in Straightening Processes.” Procedia Computer Science 232 (2024): 2018–27. https://doi.org/10.1016/j.procs.2024.02.024.","ieee":"L. Bathelt, E. Djakow, C. Henke, and A. Trächtler, “Innovative measurement system for saber curvature observation in straightening processes,” Procedia Computer Science, vol. 232, pp. 2018–2027, 2024, doi: 10.1016/j.procs.2024.02.024.","short":"L. Bathelt, E. Djakow, C. Henke, A. Trächtler, Procedia Computer Science 232 (2024) 2018–2027."},"page":"2018-2027"},{"date_created":"2024-03-25T19:38:39Z","status":"public","department":[{"_id":"534"}],"publisher":"Bundesanstalt für Straßenwesen","author":[{"first_name":"Martin","full_name":"Baumann, Martin","last_name":"Baumann"},{"last_name":"Bengler","full_name":"Bengler, Klaus","first_name":"Klaus"},{"last_name":"Berndt-Tolzmann","full_name":"Berndt-Tolzmann, Sandro","first_name":"Sandro"},{"first_name":"Leon Johann","full_name":"Brettin, Leon Johann","last_name":"Brettin"},{"last_name":"Diermeyer","first_name":"Frank","full_name":"Diermeyer, Frank"},{"last_name":"Fastenmeier","first_name":"Wolfgang","full_name":"Fastenmeier, Wolfgang"},{"last_name":"Fleischer","full_name":"Fleischer, Torsten","first_name":"Torsten"},{"last_name":"Flemisch","first_name":"Frank","full_name":"Flemisch, Frank"},{"full_name":"Frey, Alexander","first_name":"Alexander","last_name":"Frey"},{"last_name":"Gräcmann","full_name":"Gräcmann, Nicole","first_name":"Nicole"},{"last_name":"Hardes","id":"35441","first_name":"Tobias","full_name":"Hardes, Tobias"},{"last_name":"Herzberger","full_name":"Herzberger, Nicolas","first_name":"Nicolas"},{"full_name":"Hesse, Tobias","first_name":"Tobias","last_name":"Hesse"},{"full_name":"Huetten, Manuela","first_name":"Manuela","last_name":"Huetten"},{"last_name":"Klingler","first_name":"Florian","full_name":"Klingler, Florian"},{"last_name":"Jipp","first_name":"Meike","full_name":"Jipp, Meike"},{"last_name":"Kolarova","first_name":"Viktoriya","full_name":"Kolarova, Viktoriya"},{"full_name":"Kühn, Matthias","first_name":"Matthias","last_name":"Kühn"},{"last_name":"Maag","full_name":"Maag, Christian","first_name":"Christian"},{"full_name":"Marx, Torsten","first_name":"Torsten","last_name":"Marx"},{"first_name":"Markus","full_name":"Maurer, Markus","last_name":"Maurer"},{"last_name":"Merkel","full_name":"Merkel, Nora","first_name":"Nora"},{"first_name":"Michael","full_name":"Oehl, Michael","last_name":"Oehl"},{"last_name":"Oubaid","full_name":"Oubaid, Viktor","first_name":"Viktor"},{"last_name":"Plum","first_name":"Lena","full_name":"Plum, Lena"},{"first_name":"Gerd","full_name":"Riegelhuth, Gerd","last_name":"Riegelhuth"},{"last_name":"Salem","full_name":"Salem, Nayel Fabian","first_name":"Nayel Fabian"},{"last_name":"Schrank","full_name":"Schrank, Andreas","first_name":"Andreas"},{"full_name":"Shi, Elisabeth","first_name":"Elisabeth","last_name":"Shi"},{"first_name":"Christoph","full_name":"Sommer, Christoph","last_name":"Sommer"},{"first_name":"Joscha","full_name":"Wasser, Joscha","last_name":"Wasser"},{"last_name":"Wietfeld","full_name":"Wietfeld, Christian","first_name":"Christian"}],"title":"Abschlussbericht der Arbeitsgruppe \"Forschungsbedarf Teleoperation\"","user_id":"35441","citation":{"mla":"Baumann, Martin, et al. Abschlussbericht Der Arbeitsgruppe “Forschungsbedarf Teleoperation.” Bundesanstalt für Straßenwesen, 2024.","bibtex":"@book{Baumann_Bengler_Berndt-Tolzmann_Brettin_Diermeyer_Fastenmeier_Fleischer_Flemisch_Frey_Gräcmann_et al._2024, title={Abschlussbericht der Arbeitsgruppe “Forschungsbedarf Teleoperation”}, publisher={Bundesanstalt für Straßenwesen}, author={Baumann, Martin and Bengler, Klaus and Berndt-Tolzmann, Sandro and Brettin, Leon Johann and Diermeyer, Frank and Fastenmeier, Wolfgang and Fleischer, Torsten and Flemisch, Frank and Frey, Alexander and Gräcmann, Nicole and et al.}, year={2024} }","ama":"Baumann M, Bengler K, Berndt-Tolzmann S, et al. Abschlussbericht Der Arbeitsgruppe “Forschungsbedarf Teleoperation.” Bundesanstalt für Straßenwesen; 2024.","apa":"Baumann, M., Bengler, K., Berndt-Tolzmann, S., Brettin, L. J., Diermeyer, F., Fastenmeier, W., Fleischer, T., Flemisch, F., Frey, A., Gräcmann, N., Hardes, T., Herzberger, N., Hesse, T., Huetten, M., Klingler, F., Jipp, M., Kolarova, V., Kühn, M., Maag, C., … Wietfeld, C. (2024). Abschlussbericht der Arbeitsgruppe “Forschungsbedarf Teleoperation.” Bundesanstalt für Straßenwesen.","chicago":"Baumann, Martin, Klaus Bengler, Sandro Berndt-Tolzmann, Leon Johann Brettin, Frank Diermeyer, Wolfgang Fastenmeier, Torsten Fleischer, et al. Abschlussbericht Der Arbeitsgruppe “Forschungsbedarf Teleoperation.” Bundesanstalt für Straßenwesen, 2024.","ieee":"M. Baumann et al., Abschlussbericht der Arbeitsgruppe “Forschungsbedarf Teleoperation.” Bundesanstalt für Straßenwesen, 2024.","short":"M. Baumann, K. Bengler, S. Berndt-Tolzmann, L.J. Brettin, F. Diermeyer, W. Fastenmeier, T. Fleischer, F. Flemisch, A. Frey, N. Gräcmann, T. Hardes, N. Herzberger, T. Hesse, M. Huetten, F. Klingler, M. Jipp, V. Kolarova, M. Kühn, C. Maag, T. Marx, M. Maurer, N. Merkel, M. Oehl, V. Oubaid, L. Plum, G. Riegelhuth, N.F. Salem, A. Schrank, E. Shi, C. Sommer, J. Wasser, C. Wietfeld, Abschlussbericht Der Arbeitsgruppe “Forschungsbedarf Teleoperation,” Bundesanstalt für Straßenwesen, 2024."},"type":"report","year":"2024","language":[{"iso":"eng"}],"_id":"52872","date_updated":"2024-03-25T19:39:56Z"},{"type":"journal_article","citation":{"mla":"Arends, Christian, et al. “Decomposing Large Unitaries into Multimode Devices of Arbitrary Size.” Physical Review Research, vol. 6, no. 1, L012043, American Physical Society (APS), 2024, doi:10.1103/physrevresearch.6.l012043.","bibtex":"@article{Arends_Wolf_Meinecke_Barkhofen_Weich_Bartley_2024, title={Decomposing large unitaries into multimode devices of arbitrary size}, volume={6}, DOI={10.1103/physrevresearch.6.l012043}, number={1L012043}, journal={Physical Review Research}, publisher={American Physical Society (APS)}, author={Arends, Christian and Wolf, Lasse Lennart and Meinecke, Jasmin and Barkhofen, Sonja and Weich, Tobias and Bartley, Tim}, year={2024} }","chicago":"Arends, Christian, Lasse Lennart Wolf, Jasmin Meinecke, Sonja Barkhofen, Tobias Weich, and Tim Bartley. “Decomposing Large Unitaries into Multimode Devices of Arbitrary Size.” Physical Review Research 6, no. 1 (2024). https://doi.org/10.1103/physrevresearch.6.l012043.","ama":"Arends C, Wolf LL, Meinecke J, Barkhofen S, Weich T, Bartley T. Decomposing large unitaries into multimode devices of arbitrary size. Physical Review Research. 2024;6(1). doi:10.1103/physrevresearch.6.l012043","apa":"Arends, C., Wolf, L. L., Meinecke, J., Barkhofen, S., Weich, T., & Bartley, T. (2024). Decomposing large unitaries into multimode devices of arbitrary size. Physical Review Research, 6(1), Article L012043. https://doi.org/10.1103/physrevresearch.6.l012043","ieee":"C. Arends, L. L. Wolf, J. Meinecke, S. Barkhofen, T. Weich, and T. Bartley, “Decomposing large unitaries into multimode devices of arbitrary size,” Physical Review Research, vol. 6, no. 1, Art. no. L012043, 2024, doi: 10.1103/physrevresearch.6.l012043.","short":"C. Arends, L.L. Wolf, J. Meinecke, S. Barkhofen, T. Weich, T. Bartley, Physical Review Research 6 (2024)."},"year":"2024","article_number":"L012043","issue":"1","_id":"52876","intvolume":" 6","volume":6,"status":"public","date_created":"2024-03-26T08:52:05Z","publisher":"American Physical Society (APS)","author":[{"id":"43994","last_name":"Arends","full_name":"Arends, Christian","first_name":"Christian"},{"full_name":"Wolf, Lasse Lennart","first_name":"Lasse Lennart","id":"45027","last_name":"Wolf"},{"last_name":"Meinecke","full_name":"Meinecke, Jasmin","first_name":"Jasmin"},{"id":"48188","last_name":"Barkhofen","full_name":"Barkhofen, Sonja","first_name":"Sonja"},{"orcid":"0000-0002-9648-6919","full_name":"Weich, Tobias","first_name":"Tobias","id":"49178","last_name":"Weich"},{"first_name":"Tim","full_name":"Bartley, Tim","last_name":"Bartley","id":"49683"}],"keyword":["General Physics and Astronomy"],"publication":"Physical Review Research","user_id":"48188","language":[{"iso":"eng"}],"doi":"10.1103/physrevresearch.6.l012043","date_updated":"2024-03-26T08:54:02Z","publication_identifier":{"issn":["2643-1564"]},"publication_status":"published","department":[{"_id":"623"},{"_id":"15"}],"title":"Decomposing large unitaries into multimode devices of arbitrary size"},{"main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2303.03849"}],"page":"1185-1197","type":"journal_article","year":"2024","citation":{"mla":"Boeddeker, Christoph, et al. “TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings.” IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 32, Institute of Electrical and Electronics Engineers (IEEE), 2024, pp. 1185–97, doi:10.1109/taslp.2024.3350887.","bibtex":"@article{Boeddeker_Subramanian_Wichern_Haeb-Umbach_Le Roux_2024, title={TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings}, volume={32}, DOI={10.1109/taslp.2024.3350887}, journal={IEEE/ACM Transactions on Audio, Speech, and Language Processing}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Boeddeker, Christoph and Subramanian, Aswin Shanmugam and Wichern, Gordon and Haeb-Umbach, Reinhold and Le Roux, Jonathan}, year={2024}, pages={1185–1197} }","chicago":"Boeddeker, Christoph, Aswin Shanmugam Subramanian, Gordon Wichern, Reinhold Haeb-Umbach, and Jonathan Le Roux. “TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings.” IEEE/ACM Transactions on Audio, Speech, and Language Processing 32 (2024): 1185–97. https://doi.org/10.1109/taslp.2024.3350887.","apa":"Boeddeker, C., Subramanian, A. S., Wichern, G., Haeb-Umbach, R., & Le Roux, J. (2024). TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings. IEEE/ACM Transactions on Audio, Speech, and Language Processing, 32, 1185–1197. https://doi.org/10.1109/taslp.2024.3350887","ama":"Boeddeker C, Subramanian AS, Wichern G, Haeb-Umbach R, Le Roux J. TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings. IEEE/ACM Transactions on Audio, Speech, and Language Processing. 2024;32:1185-1197. doi:10.1109/taslp.2024.3350887","ieee":"C. Boeddeker, A. S. Subramanian, G. Wichern, R. Haeb-Umbach, and J. Le Roux, “TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings,” IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 32, pp. 1185–1197, 2024, doi: 10.1109/taslp.2024.3350887.","short":"C. Boeddeker, A.S. Subramanian, G. Wichern, R. Haeb-Umbach, J. Le Roux, IEEE/ACM Transactions on Audio, Speech, and Language Processing 32 (2024) 1185–1197."},"intvolume":" 32","_id":"52958","publication":"IEEE/ACM Transactions on Audio, Speech, and Language Processing","keyword":["Electrical and Electronic Engineering","Acoustics and Ultrasonics","Computer Science (miscellaneous)","Computational Mathematics"],"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","author":[{"last_name":"Boeddeker","id":"40767","first_name":"Christoph","full_name":"Boeddeker, Christoph"},{"first_name":"Aswin Shanmugam","full_name":"Subramanian, Aswin Shanmugam","last_name":"Subramanian"},{"last_name":"Wichern","first_name":"Gordon","full_name":"Wichern, Gordon"},{"full_name":"Haeb-Umbach, Reinhold","first_name":"Reinhold","id":"242","last_name":"Haeb-Umbach"},{"first_name":"Jonathan","full_name":"Le Roux, Jonathan","last_name":"Le Roux"}],"volume":32,"date_created":"2024-03-26T16:11:54Z","status":"public","user_id":"40767","language":[{"iso":"eng"}],"date_updated":"2024-03-26T16:16:34Z","doi":"10.1109/taslp.2024.3350887","oa":"1","department":[{"_id":"54"}],"publication_identifier":{"issn":["2329-9290","2329-9304"]},"publication_status":"published","title":"TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings"},{"volume":16,"status":"public","date_created":"2024-03-27T09:51:49Z","author":[{"last_name":"Eremin","id":"27914","first_name":"Oxana","full_name":"Eremin, Oxana"}],"publication":"GENDER. Zeitschrift für Geschlecht, Kultur und Gesellschaft","title":"Rezension zu: Corinna Schmechel (2022). Auspowern und Empowern? Eine Ethnohraphie queerer Fitnesskultur. Bielefeld.","user_id":"27914","year":"2024","citation":{"chicago":"Eremin, Oxana. “Rezension Zu: Corinna Schmechel (2022). Auspowern Und Empowern? Eine Ethnohraphie Queerer Fitnesskultur. Bielefeld.” GENDER. Zeitschrift Für Geschlecht, Kultur Und Gesellschaft, 2024.","apa":"Eremin, O. (2024). Rezension zu: Corinna Schmechel (2022). Auspowern und Empowern? Eine Ethnohraphie queerer Fitnesskultur. Bielefeld. In GENDER. Zeitschrift für Geschlecht, Kultur und Gesellschaft (Vol. 16, Issue 1).","ama":"Eremin O. Rezension zu: Corinna Schmechel (2022). Auspowern und Empowern? Eine Ethnohraphie queerer Fitnesskultur. Bielefeld. GENDER Zeitschrift für Geschlecht, Kultur und Gesellschaft. 2024;16(1).","bibtex":"@article{Eremin_2024, title={Rezension zu: Corinna Schmechel (2022). Auspowern und Empowern? Eine Ethnohraphie queerer Fitnesskultur. Bielefeld.}, volume={16}, number={1}, journal={GENDER. Zeitschrift für Geschlecht, Kultur und Gesellschaft}, author={Eremin, Oxana}, year={2024} }","mla":"Eremin, Oxana. “Rezension Zu: Corinna Schmechel (2022). Auspowern Und Empowern? Eine Ethnohraphie Queerer Fitnesskultur. Bielefeld.” GENDER. Zeitschrift Für Geschlecht, Kultur Und Gesellschaft, vol. 16, no. 1, 2024.","short":"O. Eremin, GENDER. Zeitschrift Für Geschlecht, Kultur Und Gesellschaft 16 (2024).","ieee":"O. Eremin, “Rezension zu: Corinna Schmechel (2022). Auspowern und Empowern? Eine Ethnohraphie queerer Fitnesskultur. Bielefeld.,” GENDER. Zeitschrift für Geschlecht, Kultur und Gesellschaft, vol. 16, no. 1. 2024."},"type":"review","language":[{"iso":"eng"}],"issue":"1","intvolume":" 16","_id":"53060","date_updated":"2024-03-27T09:54:09Z"},{"publication":"GENDER. Zeitschrift für Geschlecht, Kultur und Gesellschaft","volume":16,"editor":[{"first_name":"Oxana","full_name":"Eremin, Oxana","last_name":"Eremin"},{"last_name":"Langer","full_name":"Langer, Antje","first_name":"Antje"},{"full_name":"Mattei, Annalisa","first_name":"Annalisa","last_name":"Mattei"},{"full_name":"Mahs, Claudia","first_name":"Claudia","last_name":"Mahs"}],"date_created":"2024-03-27T10:24:13Z","status":"public","title":"Reproduktionspolitiken und Selbstbestimmung","user_id":"27914","year":"2024","type":"journal_editor","citation":{"ieee":"O. Eremin, A. Langer, A. Mattei, and C. Mahs, Eds., Reproduktionspolitiken und Selbstbestimmung, vol. 16, no. 1. 2024.","short":"O. Eremin, A. Langer, A. Mattei, C. Mahs, eds., Reproduktionspolitiken Und Selbstbestimmung, 2024.","mla":"Eremin, Oxana, et al., editors. “Reproduktionspolitiken Und Selbstbestimmung.” GENDER. Zeitschrift Für Geschlecht, Kultur Und Gesellschaft, vol. 16, no. 1, 2024.","bibtex":"@book{Eremin_Langer_Mattei_Mahs_2024, title={Reproduktionspolitiken und Selbstbestimmung}, volume={16}, number={1}, journal={GENDER. Zeitschrift für Geschlecht, Kultur und Gesellschaft}, year={2024} }","chicago":"Eremin, Oxana, Antje Langer, Annalisa Mattei, and Claudia Mahs, eds. Reproduktionspolitiken Und Selbstbestimmung. GENDER. Zeitschrift Für Geschlecht, Kultur Und Gesellschaft. Vol. 16, 2024.","apa":"Reproduktionspolitiken und Selbstbestimmung. (2024). In O. Eremin, A. Langer, A. Mattei, & C. Mahs (Eds.), GENDER. Zeitschrift für Geschlecht, Kultur und Gesellschaft (Vol. 16, Issue 1).","ama":"Eremin O, Langer A, Mattei A, Mahs C, eds. Reproduktionspolitiken Und Selbstbestimmung. Vol 16.; 2024."},"language":[{"iso":"eng"}],"intvolume":" 16","_id":"53065","date_updated":"2024-03-27T10:24:42Z","issue":"1"},{"language":[{"iso":"eng"}],"date_updated":"2024-03-27T11:26:37Z","doi":"10.21248/qfi.131","department":[{"_id":"479"}],"publication_identifier":{"issn":["2699-2477"]},"publication_status":"published","title":"Jahrgangsteams zur Kooperation mit Eltern anregen – eine Aufgabe für Fortbildungen? Evaluationsergebnisse zum Bielefelder Fortbildungskonzept zur Kooperation in inklusiven Schulen (BiFoKi)","year":"2024","type":"journal_article","citation":{"ieee":"S. Grüter, J. Gorges, B. Lütje-Klose, P. Neumann, and E. Wild, “Jahrgangsteams zur Kooperation mit Eltern anregen – eine Aufgabe für Fortbildungen? Evaluationsergebnisse zum Bielefelder Fortbildungskonzept zur Kooperation in inklusiven Schulen (BiFoKi),” QfI - Qualifizierung für Inklusion. Online-Zeitschrift zur Forschung über Aus-, Fort- und Weiterbildung pädagogischer Fachkräfte, vol. 5, no. 3, 2024, doi: 10.21248/qfi.131.","short":"S. Grüter, J. Gorges, B. Lütje-Klose, P. Neumann, E. Wild, QfI - Qualifizierung Für Inklusion. Online-Zeitschrift Zur Forschung Über Aus-, Fort- Und Weiterbildung Pädagogischer Fachkräfte 5 (2024).","mla":"Grüter, Sandra, et al. “Jahrgangsteams Zur Kooperation Mit Eltern Anregen – Eine Aufgabe Für Fortbildungen? Evaluationsergebnisse Zum Bielefelder Fortbildungskonzept Zur Kooperation in Inklusiven Schulen (BiFoKi).” QfI - Qualifizierung Für Inklusion. Online-Zeitschrift Zur Forschung Über Aus-, Fort- Und Weiterbildung Pädagogischer Fachkräfte, vol. 5, no. 3, University Library J. C. Senckenberg, 2024, doi:10.21248/qfi.131.","bibtex":"@article{Grüter_Gorges_Lütje-Klose_Neumann_Wild_2024, title={Jahrgangsteams zur Kooperation mit Eltern anregen – eine Aufgabe für Fortbildungen? Evaluationsergebnisse zum Bielefelder Fortbildungskonzept zur Kooperation in inklusiven Schulen (BiFoKi)}, volume={5}, DOI={10.21248/qfi.131}, number={3}, journal={QfI - Qualifizierung für Inklusion. Online-Zeitschrift zur Forschung über Aus-, Fort- und Weiterbildung pädagogischer Fachkräfte}, publisher={University Library J. C. Senckenberg}, author={Grüter, Sandra and Gorges, Julia and Lütje-Klose, Birgit and Neumann, Phillip and Wild, Elke}, year={2024} }","apa":"Grüter, S., Gorges, J., Lütje-Klose, B., Neumann, P., & Wild, E. (2024). Jahrgangsteams zur Kooperation mit Eltern anregen – eine Aufgabe für Fortbildungen? Evaluationsergebnisse zum Bielefelder Fortbildungskonzept zur Kooperation in inklusiven Schulen (BiFoKi). QfI - Qualifizierung Für Inklusion. Online-Zeitschrift Zur Forschung Über Aus-, Fort- Und Weiterbildung Pädagogischer Fachkräfte, 5(3). https://doi.org/10.21248/qfi.131","ama":"Grüter S, Gorges J, Lütje-Klose B, Neumann P, Wild E. Jahrgangsteams zur Kooperation mit Eltern anregen – eine Aufgabe für Fortbildungen? Evaluationsergebnisse zum Bielefelder Fortbildungskonzept zur Kooperation in inklusiven Schulen (BiFoKi). QfI - Qualifizierung für Inklusion Online-Zeitschrift zur Forschung über Aus-, Fort- und Weiterbildung pädagogischer Fachkräfte. 2024;5(3). doi:10.21248/qfi.131","chicago":"Grüter, Sandra, Julia Gorges, Birgit Lütje-Klose, Phillip Neumann, and Elke Wild. “Jahrgangsteams Zur Kooperation Mit Eltern Anregen – Eine Aufgabe Für Fortbildungen? Evaluationsergebnisse Zum Bielefelder Fortbildungskonzept Zur Kooperation in Inklusiven Schulen (BiFoKi).” QfI - Qualifizierung Für Inklusion. Online-Zeitschrift Zur Forschung Über Aus-, Fort- Und Weiterbildung Pädagogischer Fachkräfte 5, no. 3 (2024). https://doi.org/10.21248/qfi.131."},"intvolume":" 5","_id":"53068","issue":"3","keyword":["General Medicine"],"publication":"QfI - Qualifizierung für Inklusion. Online-Zeitschrift zur Forschung über Aus-, Fort- und Weiterbildung pädagogischer Fachkräfte","publisher":"University Library J. C. Senckenberg","author":[{"full_name":"Grüter, Sandra","first_name":"Sandra","last_name":"Grüter"},{"last_name":"Gorges","first_name":"Julia","full_name":"Gorges, Julia"},{"full_name":"Lütje-Klose, Birgit","first_name":"Birgit","last_name":"Lütje-Klose"},{"last_name":"Neumann","first_name":"Phillip","full_name":"Neumann, Phillip"},{"last_name":"Wild","first_name":"Elke","full_name":"Wild, Elke"}],"date_created":"2024-03-27T11:24:23Z","status":"public","volume":5,"alternative_title":["Encourage Grade-Level Teams to Cooperate with Parents – A Task for Teacher Training? Results of the Bielefeld Training on Cooperation in inclusive"],"abstract":[{"lang":"eng","text":"Für eine gelingende Umsetzung schulischer Inklusion gilt eine professionelle Weiterbildung der Lehrkräfte und des weiteren Schulpersonals als unverzichtbare Voraussetzung, um eine effektive Teamarbeit sowie die Einbindung von Eltern[i] in Erziehungs- und Bildungsprozesse zu gewährleisten. Im Projekt BiFoKi[ii] (Bielefelder Fortbildungskonzept zur Kooperation in inklusiven Schulen) wurde eine Fortbildungsmaßnahme für inklusive Schulen entwickelt, die sowohl die intrainstitutionelle Kooperation innerhalb der Schule als auch die interinstitutionelle Zusammenarbeit mit den Eltern der Schüler*innen mit und ohne sonderpädagogischen Unterstützungsbedarf adressiert. Die Fortbildung zielt u.a. darauf ab, durch eine im Jahrgangsteam gemeinsam geplante und verantwortete Elternarbeit eine einladende Atmosphäre zu schaffen, Kommunikationswege an diverser werdende Bedarfe der Eltern und der Schüler*innen anzupassen und Eltern stärker in schulische Bildungsprozesse einzubeziehen. Zur Evaluation der Fortbildung wurde eine quasi-experimentelle Studie mit einem Prä-Post-Kontrollgruppendesign realisiert. Längsschnittliche Daten liegen für 55 Lehr- und Fachkräfte vor. Die Ergebnisse der varianzanalytischen Auswertung zeigen, dass sich die Einschätzungen zur Kooperationsbereitschaft der Eltern sowie das selbstberichtete Kooperationsverhalten im Bereich der Erziehungs- und Bildungskooperation in der Interventionsgruppe nach der Teilnahme an der Fortbildung signifikant positiver entwickelt hat als in der Kontrollgruppe.\r\n \r\n[i] Mit dem Begriff Eltern sind hier alle erziehungs- bzw. sorgeberechtigten Personen gemeint.\r\n[ii] Hinweis zur Finanzierung: Das diesem Beitrag zugrunde liegende Vorhaben BiFoKi (Bielefelder Fortbildungskonzept zur Kooperation in inklusiven Schulen) wurde mit Mitteln des Bundesministeriums für Bildung und Forschung unter dem Förderkennzeichen 01NV1732in der Förderlinie „Qualifizierung der pädagogischen Fachkräfte für inklusive Bildung“ gefördert (Projektleitung: Birgit Lütje-Klose, Elke Wild, Julia Gorges und Phillip Neumann).\r\nAbstract\r\nTo implement inclusive education successfully, it is crucial that teachers and other school staff are trained to cooperate effectively as a team and to involve parents in educational processes. In the project BiFoKi (Bielefeld Training on Cooperation in inclusive), we developed an in-service training for inclusive schools that addresses the intra-institutional cooperation within schools and the inter-institutional cooperation with the parents of students with and without special educational needs. The training aims to prepare grade-level teams to create a welcoming atmosphere, adapt communication ways to the diverse needs of parents and students and to involve parents more strongly in school educational processes. To evaluate the effectiveness of the training, a quasi-experimental study with a pre-post control group design was implemented. Longitudinal data is available for 55 teachers and other professionals. The results indicate that the intervention group demonstrated a more positive development in terms of satisfaction with parents' willingness to cooperate as well as self-reported cooperative behavior in the area of educational cooperation, compared to the control group."}],"user_id":"77750"},{"page":"14388-14396","type":"journal_article","year":"2024","citation":{"ieee":"M. Muschalik, F. Fumagalli, B. Hammer, and E. Huellermeier, “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles,” Proceedings of the AAAI Conference on Artificial Intelligence, vol. 38, no. 13, pp. 14388–14396, 2024, doi: 10.1609/aaai.v38i13.29352.","short":"M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, Proceedings of the AAAI Conference on Artificial Intelligence 38 (2024) 14388–14396.","bibtex":"@article{Muschalik_Fumagalli_Hammer_Huellermeier_2024, title={Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles}, volume={38}, DOI={10.1609/aaai.v38i13.29352}, number={13}, journal={Proceedings of the AAAI Conference on Artificial Intelligence}, publisher={Association for the Advancement of Artificial Intelligence (AAAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={14388–14396} }","mla":"Muschalik, Maximilian, et al. “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles.” Proceedings of the AAAI Conference on Artificial Intelligence, vol. 38, no. 13, Association for the Advancement of Artificial Intelligence (AAAI), 2024, pp. 14388–96, doi:10.1609/aaai.v38i13.29352.","chicago":"Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles.” Proceedings of the AAAI Conference on Artificial Intelligence 38, no. 13 (2024): 14388–96. https://doi.org/10.1609/aaai.v38i13.29352.","ama":"Muschalik M, Fumagalli F, Hammer B, Huellermeier E. Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. Proceedings of the AAAI Conference on Artificial Intelligence. 2024;38(13):14388-14396. doi:10.1609/aaai.v38i13.29352","apa":"Muschalik, M., Fumagalli, F., Hammer, B., & Huellermeier, E. (2024). Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. Proceedings of the AAAI Conference on Artificial Intelligence, 38(13), 14388–14396. https://doi.org/10.1609/aaai.v38i13.29352"},"_id":"53073","intvolume":" 38","issue":"13","publication":"Proceedings of the AAAI Conference on Artificial Intelligence","keyword":["Explainable Artificial Intelligence"],"author":[{"full_name":"Muschalik, Maximilian","first_name":"Maximilian","last_name":"Muschalik"},{"last_name":"Fumagalli","id":"93420","first_name":"Fabian","full_name":"Fumagalli, Fabian"},{"first_name":"Barbara","full_name":"Hammer, Barbara","last_name":"Hammer"},{"id":"48129","last_name":"Huellermeier","full_name":"Huellermeier, Eyke","first_name":"Eyke"}],"publisher":"Association for the Advancement of Artificial Intelligence (AAAI)","volume":38,"date_created":"2024-03-27T14:50:04Z","status":"public","abstract":[{"text":"While shallow decision trees may be interpretable, larger ensemble models like gradient-boosted trees, which often set the state of the art in machine learning problems involving tabular data, still remain black box models. As a remedy, the Shapley value (SV) is a well-known concept in explainable artificial intelligence (XAI) research for quantifying additive feature attributions of predictions. The model-specific TreeSHAP methodology solves the exponential complexity for retrieving exact SVs from tree-based models. Expanding beyond individual feature attribution, Shapley interactions reveal the impact of intricate feature interactions of any order. In this work, we present TreeSHAP-IQ, an efficient method to compute any-order additive Shapley interactions for predictions of tree-based models. TreeSHAP-IQ is supported by a mathematical framework that exploits polynomial arithmetic to compute the interaction scores in a single recursive traversal of the tree, akin to Linear TreeSHAP. We apply TreeSHAP-IQ on state-of-the-art tree ensembles and explore interactions on well-established benchmark datasets.","lang":"eng"}],"article_type":"original","user_id":"93420","language":[{"iso":"eng"}],"date_updated":"2024-03-27T15:06:39Z","doi":"10.1609/aaai.v38i13.29352","department":[{"_id":"660"}],"publication_identifier":{"issn":["2374-3468","2159-5399"]},"publication_status":"published","project":[{"_id":"126","name":"TRR 318 - C3: TRR 318 - Subproject C3"},{"grant_number":"438445824","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109"},{"_id":"117","name":"TRR 318 - C: TRR 318 - Project Area C"}],"title":"Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles"}]