[{"year":"2026","title":"Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften. Konzeptionen und Forschungsperspektiven","status":"public","publication_identifier":{"isbn":["9783818801052"]},"publication_status":"published","date_updated":"2026-09-29T16:01:24Z","main_file_link":[{"open_access":"1"}],"publisher":"Waxmann Verlag GmbH","_id":"65644","language":[{"iso":"eng"}],"user_id":"54823","doi":"10.31244/9783818851057","editor":[{"full_name":"Vogelsang, Christoph","orcid":"0000-0002-5804-1855","first_name":"Christoph","last_name":"Vogelsang","id":"4245"},{"full_name":"Grotegut, Lea","first_name":"Lea","last_name":"Grotegut"},{"id":"72183","orcid":"https://orcid.org/0000-0002-6604-5864","first_name":"Julia","last_name":"Bruns","full_name":"Bruns, Julia"},{"full_name":"Riese, Josef","first_name":"Josef","orcid":"0000-0003-2927-2619","last_name":"Riese","id":"429"},{"full_name":"Fechner, Sabine","orcid":"0000-0001-5645-5870","first_name":"Sabine","last_name":"Fechner","id":"54823"}],"citation":{"ieee":"C. Vogelsang, L. Grotegut, J. Bruns, J. Riese, and S. Fechner, Eds., <i>Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften. Konzeptionen und Forschungsperspektiven</i>. Waxmann Verlag GmbH, 2026.","apa":"Vogelsang, C., Grotegut, L., Bruns, J., Riese, J., &#38; Fechner, S. (Eds.). (2026). <i>Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften. Konzeptionen und Forschungsperspektiven</i>. Waxmann Verlag GmbH. <a href=\"https://doi.org/10.31244/9783818851057\">https://doi.org/10.31244/9783818851057</a>","short":"C. Vogelsang, L. Grotegut, J. Bruns, J. Riese, S. Fechner, eds., Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften. Konzeptionen Und Forschungsperspektiven, Waxmann Verlag GmbH, 2026.","chicago":"Vogelsang, Christoph, Lea Grotegut, Julia Bruns, Josef Riese, and Sabine Fechner, eds. <i>Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften. Konzeptionen Und Forschungsperspektiven</i>. Waxmann Verlag GmbH, 2026. <a href=\"https://doi.org/10.31244/9783818851057\">https://doi.org/10.31244/9783818851057</a>.","mla":"Vogelsang, Christoph, et al., editors. <i>Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften. Konzeptionen Und Forschungsperspektiven</i>. Waxmann Verlag GmbH, 2026, doi:<a href=\"https://doi.org/10.31244/9783818851057\">10.31244/9783818851057</a>.","bibtex":"@book{Vogelsang_Grotegut_Bruns_Riese_Fechner_2026, title={Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften. Konzeptionen und Forschungsperspektiven}, DOI={<a href=\"https://doi.org/10.31244/9783818851057\">10.31244/9783818851057</a>}, publisher={Waxmann Verlag GmbH}, year={2026} }","ama":"Vogelsang C, Grotegut L, Bruns J, Riese J, Fechner S, eds. <i>Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften. Konzeptionen Und Forschungsperspektiven</i>. Waxmann Verlag GmbH; 2026. doi:<a href=\"https://doi.org/10.31244/9783818851057\">10.31244/9783818851057</a>"},"abstract":[{"lang":"eng","text":"<jats:p>Eine zentrale Herausforderung in der Professionalisierung pädagogischer Fach- und Lehrkräfte besteht in der Relation von eher theoretischen und praktischen Ausbildungsbestandteilen. Beispielsweise fühlen sich angehende Lehrkräfte durch ihr Studium häufig nicht ausreichend auf die beruflichen Anforderungen vorbereitet. Daher wird verstärkt versucht, Curricula von Ausbildungs- und Studiengängen deutlicher an den tatsächlichen professionellen Handlungsanforderungen zu orientieren und auch in frühen Ausbildungsphasen verstärkt Elemente beruflicher Praxis zu integrieren. \r\nDieser Band nimmt die Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften theoretisch-konzeptionell sowie empirisch in den Blick. Zudem werden innovative Lehransätze aufgezeigt, die den Fokus auf eine Stärkung einer solchen Handlungsorientierung legen, z.B. durch simulationsbasierte Lern- und Prüfungsformate.\r\nEs handelt sich um den zweiten Band der Reihe Paderborner Beiträge zur Bildungsforschung und Lehrkräftebildung, die von der PLAZ – Professional School of Education herausgegeben wird.</jats:p>"}],"quality_controlled":"1","date_created":"2026-05-19T13:51:12Z","type":"book_editor","department":[{"_id":"611"},{"_id":"33"},{"_id":"386"}],"oa":"1"},{"publication":"Neue Materialien für einen realitätsbezogenen Mathematikunterricht","date_created":"2025-12-08T11:34:29Z","department":[{"_id":"386"}],"type":"book_chapter","publication_identifier":{"isbn":["634892"]},"author":[{"full_name":"Bender, Roland","first_name":"Roland","last_name":"Bender"},{"full_name":"Witte, Thomas","first_name":"Thomas","last_name":"Witte"},{"first_name":"Matthias","last_name":"Hattermann","full_name":"Hattermann, Matthias"},{"id":"54823","last_name":"Fechner","orcid":"0000-0001-5645-5870","first_name":"Sabine","full_name":"Fechner, Sabine"}],"year":"2026","title":"Der Logarithmus zur Bestimmung des pH-Wert-Verlaufs einer Titration: Ein fächerverbindender Unterrichtsvorschlag unter Verwendung digitaler Werkzeuge","date_updated":"2026-09-29T15:59:29Z","publication_status":"published","language":[{"iso":"eng"}],"series_title":"ISTRON-Band zur interdisziplinären Thematisierung von Mathematik und zur mathematischen Bildung für nachhaltige Entwicklung","doi":"https://doi.org/10.1007/978-3-662-72949-6_12","citation":{"apa":"Bender, R., Witte, T., Hattermann, M., &#38; Fechner, S. (2026). Der Logarithmus zur Bestimmung des pH-Wert-Verlaufs einer Titration: Ein fächerverbindender Unterrichtsvorschlag unter Verwendung digitaler Werkzeuge. In H.-S. Siller &#38; K. Vorhölzer (Eds.), <i>Neue Materialien für einen realitätsbezogenen Mathematikunterricht</i> (11th ed., pp. 113–126). Springer. <a href=\"https://doi.org/10.1007/978-3-662-72949-6_12\">https://doi.org/10.1007/978-3-662-72949-6_12</a>","ieee":"R. Bender, T. Witte, M. Hattermann, and S. Fechner, “Der Logarithmus zur Bestimmung des pH-Wert-Verlaufs einer Titration: Ein fächerverbindender Unterrichtsvorschlag unter Verwendung digitaler Werkzeuge,” in <i>Neue Materialien für einen realitätsbezogenen Mathematikunterricht</i>, 11th ed., H.-S. Siller and K. Vorhölzer, Eds. Berlin: Springer, 2026, pp. 113–126.","short":"R. Bender, T. Witte, M. Hattermann, S. Fechner, in: H.-S. Siller, K. Vorhölzer (Eds.), Neue Materialien Für Einen Realitätsbezogenen Mathematikunterricht, 11th ed., Springer, Berlin, 2026, pp. 113–126.","chicago":"Bender, Roland, Thomas Witte, Matthias Hattermann, and Sabine Fechner. “Der Logarithmus Zur Bestimmung Des PH-Wert-Verlaufs Einer Titration: Ein Fächerverbindender Unterrichtsvorschlag Unter Verwendung Digitaler Werkzeuge.” In <i>Neue Materialien Für Einen Realitätsbezogenen Mathematikunterricht</i>, edited by Hans-Stefan Siller and Katrin Vorhölzer, 11th ed., 113–26. ISTRON-Band Zur Interdisziplinären Thematisierung von Mathematik Und Zur Mathematischen Bildung Für Nachhaltige Entwicklung. Berlin: Springer, 2026. <a href=\"https://doi.org/10.1007/978-3-662-72949-6_12\">https://doi.org/10.1007/978-3-662-72949-6_12</a>.","mla":"Bender, Roland, et al. “Der Logarithmus Zur Bestimmung Des PH-Wert-Verlaufs Einer Titration: Ein Fächerverbindender Unterrichtsvorschlag Unter Verwendung Digitaler Werkzeuge.” <i>Neue Materialien Für Einen Realitätsbezogenen Mathematikunterricht</i>, edited by Hans-Stefan Siller and Katrin Vorhölzer, 11th ed., Springer, 2026, pp. 113–26, doi:<a href=\"https://doi.org/10.1007/978-3-662-72949-6_12\">https://doi.org/10.1007/978-3-662-72949-6_12</a>.","ama":"Bender R, Witte T, Hattermann M, Fechner S. Der Logarithmus zur Bestimmung des pH-Wert-Verlaufs einer Titration: Ein fächerverbindender Unterrichtsvorschlag unter Verwendung digitaler Werkzeuge. In: Siller H-S, Vorhölzer K, eds. <i>Neue Materialien Für Einen Realitätsbezogenen Mathematikunterricht</i>. 11th ed. ISTRON-Band zur interdisziplinären Thematisierung von Mathematik und zur mathematischen Bildung für nachhaltige Entwicklung. Springer; 2026:113-126. doi:<a href=\"https://doi.org/10.1007/978-3-662-72949-6_12\">https://doi.org/10.1007/978-3-662-72949-6_12</a>","bibtex":"@inbook{Bender_Witte_Hattermann_Fechner_2026, place={Berlin}, edition={11}, series={ISTRON-Band zur interdisziplinären Thematisierung von Mathematik und zur mathematischen Bildung für nachhaltige Entwicklung}, title={Der Logarithmus zur Bestimmung des pH-Wert-Verlaufs einer Titration: Ein fächerverbindender Unterrichtsvorschlag unter Verwendung digitaler Werkzeuge}, DOI={<a href=\"https://doi.org/10.1007/978-3-662-72949-6_12\">https://doi.org/10.1007/978-3-662-72949-6_12</a>}, booktitle={Neue Materialien für einen realitätsbezogenen Mathematikunterricht}, publisher={Springer}, author={Bender, Roland and Witte, Thomas and Hattermann, Matthias and Fechner, Sabine}, editor={Siller, Hans-Stefan and Vorhölzer, Katrin}, year={2026}, pages={113–126}, collection={ISTRON-Band zur interdisziplinären Thematisierung von Mathematik und zur mathematischen Bildung für nachhaltige Entwicklung} }"},"quality_controlled":"1","place":"Berlin","status":"public","_id":"62971","publisher":"Springer","edition":"11","page":"113-126","editor":[{"full_name":"Siller, Hans-Stefan","last_name":"Siller","first_name":"Hans-Stefan"},{"full_name":"Vorhölzer, Katrin","last_name":"Vorhölzer","first_name":"Katrin"}],"user_id":"54823"},{"project":[{"name":"BBNELobby","_id":"1438"}],"citation":{"mla":"Birkner, Stephanie, et al. <i>Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht</i>. Logos Verlag, 2026.","bibtex":"@book{Birkner_Duschka_Freiknecht_Gude_Jenninger_Kiepe_Kleinelsen_Nehe_Pries_Rohlfsen_et al._2026, place={Berlin}, title={Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht}, publisher={Logos Verlag}, author={Birkner, Stephanie and Duschka, Nicole and Freiknecht, Marian and Gude, Gina and Jenninger, Isabell and Kiepe, Karina and Kleinelsen, Sarah and Nehe, Meret and Pries, Michael and Rohlfsen, Céline and et al.}, year={2026} }","ama":"Birkner S, Duschka N, Freiknecht M, et al. <i>Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht</i>. Logos Verlag; 2026.","ieee":"S. Birkner <i>et al.</i>, <i>Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht</i>. Berlin: Logos Verlag, 2026.","apa":"Birkner, S., Duschka, N., Freiknecht, M., Gude, G., Jenninger, I., Kiepe, K., Kleinelsen, S., Nehe, M., Pries, M., Rohlfsen, C., Salerno, S., Schellstede, C., Steinborn, A., Sturm, R., &#38; Taskaya, A. (2026). <i>Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht</i>. Logos Verlag.","short":"S. Birkner, N. Duschka, M. Freiknecht, G. Gude, I. Jenninger, K. Kiepe, S. Kleinelsen, M. Nehe, M. Pries, C. Rohlfsen, S. Salerno, C. Schellstede, A. Steinborn, R. Sturm, A. Taskaya, Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht, Logos Verlag, Berlin, 2026.","chicago":"Birkner, Stephanie, Nicole Duschka, Marian Freiknecht, Gina Gude, Isabell Jenninger, Karina Kiepe, Sarah Kleinelsen, et al. <i>Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht</i>. Berlin: Logos Verlag, 2026."},"type":"book","department":[{"_id":"816"},{"_id":"681"}],"place":"Berlin","date_created":"2026-09-22T06:48:51Z","date_updated":"2026-09-30T06:52:51Z","publication_status":"published","year":"2026","title":"Begegnen, Befähigen, Natürlich Entwickeln. Warum Berufsbildung für nachhaltige Entwicklung (BBNE) nicht nur eine Lobby braucht","status":"public","publication_identifier":{"isbn":["978-3-8325-6070-6"]},"author":[{"full_name":"Birkner, Stephanie","first_name":"Stephanie","last_name":"Birkner"},{"first_name":"Nicole","last_name":"Duschka","full_name":"Duschka, Nicole"},{"full_name":"Freiknecht, Marian","last_name":"Freiknecht","first_name":"Marian"},{"full_name":"Gude, Gina","first_name":"Gina","last_name":"Gude"},{"id":"99762","last_name":"Jenninger","first_name":"Isabell","full_name":"Jenninger, Isabell"},{"id":"100294","full_name":"Kiepe, Karina","first_name":"Karina","last_name":"Kiepe"},{"last_name":"Kleinelsen","first_name":"Sarah","full_name":"Kleinelsen, Sarah"},{"full_name":"Nehe, Meret","last_name":"Nehe","first_name":"Meret"},{"full_name":"Pries, Michael","last_name":"Pries","first_name":"Michael"},{"first_name":"Céline","last_name":"Rohlfsen","full_name":"Rohlfsen, Céline"},{"full_name":"Salerno, Sofia","last_name":"Salerno","first_name":"Sofia"},{"full_name":"Schellstede, Chris","last_name":"Schellstede","first_name":"Chris"},{"first_name":"Amanda","last_name":"Steinborn","full_name":"Steinborn, Amanda"},{"first_name":"Ronja","last_name":"Sturm","full_name":"Sturm, Ronja"},{"full_name":"Taskaya, Ayce","first_name":"Ayce","last_name":"Taskaya","id":"68340"}],"user_id":"64862","language":[{"iso":"ger"}],"_id":"67205","publisher":"Logos Verlag"},{"date_created":"2025-12-04T14:12:38Z","keyword":["Artificial intelligence","primary education","science and technology education"],"type":"conference","department":[{"_id":"386"},{"_id":"588"},{"_id":"33"}],"citation":{"ieee":"M. Osnabrügge, C. Tenberge, and S. Fechner, “Artificial Intelligence in primary science and technology education with a focus on implementation of AI in a learning context – Results of a scoping review,” presented at the Pupils’ Attitudes Towards Technology (PATT), Norrköping, Sweden, 2026.","apa":"Osnabrügge, M., Tenberge, C., &#38; Fechner, S. (2026). <i>Artificial Intelligence in primary science and technology education with a focus on implementation of AI in a learning context – Results of a scoping review</i>. Pupils’ Attitudes Towards Technology (PATT), Norrköping, Sweden.","chicago":"Osnabrügge, Malin, Claudia Tenberge, and Sabine Fechner. “Artificial Intelligence in Primary Science and Technology Education with a Focus on Implementation of AI in a Learning Context – Results of a Scoping Review,” 2026.","short":"M. Osnabrügge, C. Tenberge, S. Fechner, in: 2026.","mla":"Osnabrügge, Malin, et al. <i>Artificial Intelligence in Primary Science and Technology Education with a Focus on Implementation of AI in a Learning Context – Results of a Scoping Review</i>. 2026.","bibtex":"@inproceedings{Osnabrügge_Tenberge_Fechner_2026, title={Artificial Intelligence in primary science and technology education with a focus on implementation of AI in a learning context – Results of a scoping review}, author={Osnabrügge, Malin and Tenberge, Claudia and Fechner, Sabine}, year={2026} }","ama":"Osnabrügge M, Tenberge C, Fechner S. Artificial Intelligence in primary science and technology education with a focus on implementation of AI in a learning context – Results of a scoping review. In: ; 2026."},"quality_controlled":"1","_id":"62885","language":[{"iso":"eng"}],"user_id":"54823","title":"Artificial Intelligence in primary science and technology education with a focus on implementation of AI in a learning context – Results of a scoping review","year":"2026","status":"public","author":[{"full_name":"Osnabrügge, Malin","first_name":"Malin","last_name":"Osnabrügge","id":"79748"},{"full_name":"Tenberge, Claudia","last_name":"Tenberge","first_name":"Claudia","id":"67302"},{"id":"54823","full_name":"Fechner, Sabine","last_name":"Fechner","orcid":"0000-0001-5645-5870","first_name":"Sabine"}],"conference":{"location":"Norrköping, Sweden","start_date":"2026-06-15","name":"Pupils' Attitudes Towards Technology (PATT)","end_date":"2026-06-18"},"publication_status":"published","date_updated":"2026-09-29T16:03:29Z"},{"date_created":"2026-09-09T15:04:11Z","place":"Berlin","type":"book_editor","keyword":["Malerei","Zeichnung"],"citation":{"short":"M. Schulze, ed.,  Ida Büngener 1963 – 2024 Selected Works , 800th ed., Distanz, Berlin, 2026.","chicago":"Schulze, Max, ed. <i> Ida Büngener 1963 – 2024 Selected Works </i>. 800th ed. Berlin: Distanz, 2026.","apa":"Schulze, M. (Ed.). (2026). <i> Ida Büngener 1963 – 2024 Selected Works </i> (800th ed.). Distanz.","ieee":"M. Schulze, Ed., <i> Ida Büngener 1963 – 2024 Selected Works </i>, 800th ed. Berlin: Distanz, 2026.","ama":"Schulze M, ed. <i> Ida Büngener 1963 – 2024 Selected Works </i>. 800th ed. Distanz; 2026.","bibtex":"@book{Schulze_2026, place={Berlin}, edition={800}, title={ Ida Büngener 1963 – 2024 Selected Works }, publisher={Distanz}, year={2026} }","mla":"Schulze, Max, editor. <i> Ida Büngener 1963 – 2024 Selected Works </i>. 800th ed., Distanz, 2026."},"publisher":"Distanz","_id":"67091","language":[{"iso":"eng"},{"iso":"ger"}],"edition":"800","page":"308","editor":[{"id":"77991","first_name":"Max","last_name":"Schulze","full_name":"Schulze, Max"}],"user_id":"77991","publication_identifier":{"isbn":["978-3-95476-872-1"]},"status":"public","title":" Ida Büngener 1963 – 2024 Selected Works ","year":"2026","publication_status":"published","date_updated":"2026-09-29T20:13:35Z"},{"department":[{"_id":"386"}],"type":"journal_article","keyword":["Digital","Digitalisierung","Künstliche Intelligenz","KI","Messsensoren","Fortbildung","Lehrkräfte","Chemie"],"date_created":"2025-12-08T08:57:11Z","issue":"5","publication":"CHEMKON","doi":"https://doi.org/10.1002/ckon.70019","language":[{"iso":"ger"}],"main_file_link":[{"open_access":"1"}],"intvolume":"        33","date_updated":"2026-09-30T17:12:59Z","publication_status":"published","author":[{"last_name":"Pollmeier","first_name":"Pascal","full_name":"Pollmeier, Pascal","id":"44191"},{"full_name":"Ponath, Jonas","first_name":"Jonas","last_name":"Ponath","id":"100087"},{"full_name":"Bohrmann-Linde, Claudia","last_name":"Bohrmann-Linde","first_name":"Claudia"},{"full_name":"Rubner, Isabel","last_name":"Rubner","first_name":"Isabel"},{"first_name":"Katrin","last_name":"Sommer","full_name":"Sommer, Katrin"},{"id":"54823","last_name":"Fechner","first_name":"Sabine","orcid":"0000-0001-5645-5870","full_name":"Fechner, Sabine"}],"year":"2026","title":"Digital und praxisnah: Was Chemielehrkräfte sich von (digitalisierungsbezogenen) Fortbildungen wünschen","oa":"1","project":[{"name":"ComeMINT-Netzwerk. fortbilden durch vernetzen – vernetzen durch fortbilden. Gelingensbedingungen adaptiver MINT-Fortbildungsmodule in Community Networks.","_id":"641"}],"quality_controlled":"1","citation":{"mla":"Pollmeier, Pascal, et al. “Digital und praxisnah: Was Chemielehrkräfte sich von (digitalisierungsbezogenen) Fortbildungen wünschen.” <i>CHEMKON</i>, vol. 33, no. 5, 2026, pp. 138–44, doi:<a href=\"https://doi.org/10.1002/ckon.70019\">https://doi.org/10.1002/ckon.70019</a>.","bibtex":"@article{Pollmeier_Ponath_Bohrmann-Linde_Rubner_Sommer_Fechner_2026, title={Digital und praxisnah: Was Chemielehrkräfte sich von (digitalisierungsbezogenen) Fortbildungen wünschen}, volume={33}, DOI={<a href=\"https://doi.org/10.1002/ckon.70019\">https://doi.org/10.1002/ckon.70019</a>}, number={5}, journal={CHEMKON}, author={Pollmeier, Pascal and Ponath, Jonas and Bohrmann-Linde, Claudia and Rubner, Isabel and Sommer, Katrin and Fechner, Sabine}, year={2026}, pages={138–144} }","ama":"Pollmeier P, Ponath J, Bohrmann-Linde C, Rubner I, Sommer K, Fechner S. Digital und praxisnah: Was Chemielehrkräfte sich von (digitalisierungsbezogenen) Fortbildungen wünschen. <i>CHEMKON</i>. 2026;33(5):138-144. doi:<a href=\"https://doi.org/10.1002/ckon.70019\">https://doi.org/10.1002/ckon.70019</a>","ieee":"P. Pollmeier, J. Ponath, C. Bohrmann-Linde, I. Rubner, K. Sommer, and S. Fechner, “Digital und praxisnah: Was Chemielehrkräfte sich von (digitalisierungsbezogenen) Fortbildungen wünschen,” <i>CHEMKON</i>, vol. 33, no. 5, pp. 138–144, 2026, doi: <a href=\"https://doi.org/10.1002/ckon.70019\">https://doi.org/10.1002/ckon.70019</a>.","apa":"Pollmeier, P., Ponath, J., Bohrmann-Linde, C., Rubner, I., Sommer, K., &#38; Fechner, S. (2026). Digital und praxisnah: Was Chemielehrkräfte sich von (digitalisierungsbezogenen) Fortbildungen wünschen. <i>CHEMKON</i>, <i>33</i>(5), 138–144. <a href=\"https://doi.org/10.1002/ckon.70019\">https://doi.org/10.1002/ckon.70019</a>","short":"P. Pollmeier, J. Ponath, C. Bohrmann-Linde, I. Rubner, K. Sommer, S. Fechner, CHEMKON 33 (2026) 138–144.","chicago":"Pollmeier, Pascal, Jonas Ponath, Claudia Bohrmann-Linde, Isabel Rubner, Katrin Sommer, and Sabine Fechner. “Digital und praxisnah: Was Chemielehrkräfte sich von (digitalisierungsbezogenen) Fortbildungen wünschen.” <i>CHEMKON</i> 33, no. 5 (2026): 138–44. <a href=\"https://doi.org/10.1002/ckon.70019\">https://doi.org/10.1002/ckon.70019</a>."},"volume":33,"user_id":"54823","_id":"62948","page":"138-144","status":"public"},{"language":[{"iso":"eng"}],"article_number":"112568","doi":"10.1016/j.engfracmech.2026.112568","publication_identifier":{"issn":["0013-7944"]},"author":[{"id":"291","last_name":"Kullmer","first_name":"Gunter","full_name":"Kullmer, Gunter"},{"full_name":"Krome, Sven","first_name":"Sven","last_name":"Krome","id":"57245"},{"full_name":"Ostwald, Richard","orcid":"0000-0003-2147-8444","last_name":"Ostwald","first_name":"Richard","id":"106876"}],"year":"2026","title":"A new approach for the formulaic description of the crack growth rate curve for long cracks in aluminum alloys","intvolume":"       345","publication_status":"published","date_updated":"2026-09-30T13:37:39Z","date_created":"2026-09-08T04:52:28Z","department":[{"_id":"9"},{"_id":"952"},{"_id":"321"}],"type":"journal_article","publication":"Engineering Fracture Mechanics","publisher":"Elsevier BV","_id":"67066","volume":345,"user_id":"57245","status":"public","citation":{"mla":"Kullmer, Gunter, et al. “A New Approach for the Formulaic Description of the Crack Growth Rate Curve for Long Cracks in Aluminum Alloys.” <i>Engineering Fracture Mechanics</i>, vol. 345, 112568, Elsevier BV, 2026, doi:<a href=\"https://doi.org/10.1016/j.engfracmech.2026.112568\">10.1016/j.engfracmech.2026.112568</a>.","bibtex":"@article{Kullmer_Krome_Ostwald_2026, title={A new approach for the formulaic description of the crack growth rate curve for long cracks in aluminum alloys}, volume={345}, DOI={<a href=\"https://doi.org/10.1016/j.engfracmech.2026.112568\">10.1016/j.engfracmech.2026.112568</a>}, number={112568}, journal={Engineering Fracture Mechanics}, publisher={Elsevier BV}, author={Kullmer, Gunter and Krome, Sven and Ostwald, Richard}, year={2026} }","ama":"Kullmer G, Krome S, Ostwald R. A new approach for the formulaic description of the crack growth rate curve for long cracks in aluminum alloys. <i>Engineering Fracture Mechanics</i>. 2026;345. doi:<a href=\"https://doi.org/10.1016/j.engfracmech.2026.112568\">10.1016/j.engfracmech.2026.112568</a>","ieee":"G. Kullmer, S. Krome, and R. Ostwald, “A new approach for the formulaic description of the crack growth rate curve for long cracks in aluminum alloys,” <i>Engineering Fracture Mechanics</i>, vol. 345, Art. no. 112568, 2026, doi: <a href=\"https://doi.org/10.1016/j.engfracmech.2026.112568\">10.1016/j.engfracmech.2026.112568</a>.","apa":"Kullmer, G., Krome, S., &#38; Ostwald, R. (2026). A new approach for the formulaic description of the crack growth rate curve for long cracks in aluminum alloys. <i>Engineering Fracture Mechanics</i>, <i>345</i>, Article 112568. <a href=\"https://doi.org/10.1016/j.engfracmech.2026.112568\">https://doi.org/10.1016/j.engfracmech.2026.112568</a>","chicago":"Kullmer, Gunter, Sven Krome, and Richard Ostwald. “A New Approach for the Formulaic Description of the Crack Growth Rate Curve for Long Cracks in Aluminum Alloys.” <i>Engineering Fracture Mechanics</i> 345 (2026). <a href=\"https://doi.org/10.1016/j.engfracmech.2026.112568\">https://doi.org/10.1016/j.engfracmech.2026.112568</a>.","short":"G. Kullmer, S. Krome, R. Ostwald, Engineering Fracture Mechanics 345 (2026)."},"project":[{"name":"TRR 285 - Project Area B","_id":"132"},{"_id":"143","name":"TRR 285 - Subproject B04"},{"_id":"130","name":"TRR 285:  Methodenentwicklung zur mechanischen Fügbarkeit in wandlungsfähigen Prozessketten"}],"quality_controlled":"1"},{"status":"public","_id":"62821","publisher":"Waxmann","editor":[{"id":"4245","full_name":"Vogelsang, Christoph","last_name":"Vogelsang","orcid":"0000-0002-5804-1855","first_name":"Christoph"},{"id":"34280","first_name":"Lea","last_name":"Grotegut","full_name":"Grotegut, Lea"},{"id":"72183","orcid":"https://orcid.org/0000-0002-6604-5864","first_name":"Julia","last_name":"Bruns","full_name":"Bruns, Julia"},{"id":"429","full_name":"Riese, Josef","first_name":"Josef","orcid":"0000-0003-2927-2619","last_name":"Riese"},{"first_name":"Sabine","last_name":"Fechner","orcid":"0000-0001-5645-5870","full_name":"Fechner, Sabine","id":"54823"}],"volume":2,"user_id":"54823","citation":{"ama":"Vogelsang C, Grotegut L, Bruns J, Riese J, Fechner S, eds. <i>Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften</i>. Vol 2. Waxmann; 2026. doi:<a href=\"https://doi.org/10.31244/9783818851057\">https://doi.org/10.31244/9783818851057</a>","bibtex":"@book{Vogelsang_Grotegut_Bruns_Riese_Fechner_2026, place={Münster}, series={Paderborner Beiträge zur Bildungsforschung und Lehrkräftebildung}, title={Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften}, volume={2}, DOI={<a href=\"https://doi.org/10.31244/9783818851057\">https://doi.org/10.31244/9783818851057</a>}, publisher={Waxmann}, year={2026}, collection={Paderborner Beiträge zur Bildungsforschung und Lehrkräftebildung} }","mla":"Vogelsang, Christoph, et al., editors. <i>Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften</i>. Waxmann, 2026, doi:<a href=\"https://doi.org/10.31244/9783818851057\">https://doi.org/10.31244/9783818851057</a>.","short":"C. Vogelsang, L. Grotegut, J. Bruns, J. Riese, S. Fechner, eds., Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften, Waxmann, Münster, 2026.","chicago":"Vogelsang, Christoph, Lea Grotegut, Julia Bruns, Josef Riese, and Sabine Fechner, eds. <i>Handlungsorientierung in Der Ausbildung von Lehrkräften Und Pädagogischen Fachkräften</i>. Vol. 2. Paderborner Beiträge Zur Bildungsforschung Und Lehrkräftebildung. Münster: Waxmann, 2026. <a href=\"https://doi.org/10.31244/9783818851057\">https://doi.org/10.31244/9783818851057</a>.","apa":"Vogelsang, C., Grotegut, L., Bruns, J., Riese, J., &#38; Fechner, S. (Eds.). (2026). <i>Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften</i> (Vol. 2). Waxmann. <a href=\"https://doi.org/10.31244/9783818851057\">https://doi.org/10.31244/9783818851057</a>","ieee":"C. Vogelsang, L. Grotegut, J. Bruns, J. Riese, and S. Fechner, Eds., <i>Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften</i>, vol. 2. Münster: Waxmann, 2026."},"quality_controlled":"1","place":"Münster","oa":"1","title":"Handlungsorientierung in der Ausbildung von Lehrkräften und pädagogischen Fachkräften","year":"2026","intvolume":"         2","date_updated":"2026-09-30T17:13:17Z","publication_status":"published","series_title":"Paderborner Beiträge zur Bildungsforschung und Lehrkräftebildung","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"doi":"https://doi.org/10.31244/9783818851057","date_created":"2025-12-03T21:25:03Z","department":[{"_id":"33"}],"type":"book_editor"},{"page":"1-17","_id":"62957","user_id":"54823","volume":32,"status":"public","oa":"1","citation":{"chicago":"Elsner, Julia, Claudia Tenberge, and Sabine Fechner. “Modellieren und Denken im Diskontinuum.” <i>Zeitschrift für Didaktik der Naturwissenschaften</i> 32, no. 1 (2026): 1–17. <a href=\"https://doi.org/10.1007/s40573-026-00194-1\">https://doi.org/10.1007/s40573-026-00194-1</a>.","short":"J. Elsner, C. Tenberge, S. Fechner, Zeitschrift für Didaktik der Naturwissenschaften 32 (2026) 1–17.","ieee":"J. Elsner, C. Tenberge, and S. Fechner, “Modellieren und Denken im Diskontinuum,” <i>Zeitschrift für Didaktik der Naturwissenschaften</i>, vol. 32, no. 1, pp. 1–17, 2026, doi: <a href=\"https://doi.org/10.1007/s40573-026-00194-1\">10.1007/s40573-026-00194-1</a>.","apa":"Elsner, J., Tenberge, C., &#38; Fechner, S. (2026). Modellieren und Denken im Diskontinuum. <i>Zeitschrift für Didaktik der Naturwissenschaften</i>, <i>32</i>(1), 1–17. <a href=\"https://doi.org/10.1007/s40573-026-00194-1\">https://doi.org/10.1007/s40573-026-00194-1</a>","bibtex":"@article{Elsner_Tenberge_Fechner_2026, title={Modellieren und Denken im Diskontinuum}, volume={32}, DOI={<a href=\"https://doi.org/10.1007/s40573-026-00194-1\">10.1007/s40573-026-00194-1</a>}, number={1}, journal={Zeitschrift für Didaktik der Naturwissenschaften}, author={Elsner, Julia and Tenberge, Claudia and Fechner, Sabine}, year={2026}, pages={1–17} }","ama":"Elsner J, Tenberge C, Fechner S. Modellieren und Denken im Diskontinuum. <i>Zeitschrift für Didaktik der Naturwissenschaften</i>. 2026;32(1):1-17. doi:<a href=\"https://doi.org/10.1007/s40573-026-00194-1\">10.1007/s40573-026-00194-1</a>","mla":"Elsner, Julia, et al. “Modellieren und Denken im Diskontinuum.” <i>Zeitschrift für Didaktik der Naturwissenschaften</i>, vol. 32, no. 1, 2026, pp. 1–17, doi:<a href=\"https://doi.org/10.1007/s40573-026-00194-1\">10.1007/s40573-026-00194-1</a>."},"quality_controlled":"1","main_file_link":[{"open_access":"1"}],"language":[{"iso":"ger"}],"doi":"10.1007/s40573-026-00194-1","alternative_title":["Analyse der Modellierungsprozesse von Grundschüler:innen zum Thema Löslichkeit"],"title":"Modellieren und Denken im Diskontinuum","year":"2026","author":[{"full_name":"Elsner, Julia","first_name":"Julia","last_name":"Elsner","id":"54277"},{"full_name":"Tenberge, Claudia","last_name":"Tenberge","first_name":"Claudia","id":"67302"},{"id":"54823","first_name":"Sabine","orcid":"0000-0001-5645-5870","last_name":"Fechner","full_name":"Fechner, Sabine"}],"date_updated":"2026-09-30T17:14:52Z","publication_status":"published","intvolume":"        32","date_created":"2025-12-08T09:33:10Z","type":"journal_article","department":[{"_id":"386"},{"_id":"588"}],"publication":"Zeitschrift für Didaktik der Naturwissenschaften","issue":"1"},{"article_type":"original","date_updated":"2026-09-30T17:15:46Z","publication_status":"published","author":[{"full_name":"Pollmeier, Pascal","last_name":"Pollmeier","first_name":"Pascal","id":"44191"},{"last_name":"Schulte","first_name":"Talea","full_name":"Schulte, Talea"},{"full_name":"Ponath, Jonas","last_name":"Ponath","first_name":"Jonas","id":"100087"},{"full_name":"Fechner, Sabine","first_name":"Sabine","last_name":"Fechner","orcid":"0000-0001-5645-5870","id":"54823"}],"year":"2026","status":"public","title":"Lernprozesse im Chemieunterricht durch kontextorientierte digitale Lernumgebungen mit Messwerterfassung unterstützen","user_id":"54823","language":[{"iso":"eng"}],"_id":"62956","project":[{"name":"ComeMINT-Netzwerk. fortbilden durch vernetzen – vernetzen durch fortbilden. Gelingensbedingungen adaptiver MINT-Fortbildungsmodule in Community Networks.","_id":"641"}],"quality_controlled":"1","citation":{"mla":"Pollmeier, Pascal, et al. “Lernprozesse Im Chemieunterricht Durch Kontextorientierte Digitale Lernumgebungen Mit Messwerterfassung Unterstützen.” <i>Naturwissenschaften Im Unterricht - Chemie</i>, 2026.","bibtex":"@article{Pollmeier_Schulte_Ponath_Fechner_2026, title={Lernprozesse im Chemieunterricht durch kontextorientierte digitale Lernumgebungen mit Messwerterfassung unterstützen}, journal={Naturwissenschaften im Unterricht - Chemie}, author={Pollmeier, Pascal and Schulte, Talea and Ponath, Jonas and Fechner, Sabine}, year={2026} }","ama":"Pollmeier P, Schulte T, Ponath J, Fechner S. Lernprozesse im Chemieunterricht durch kontextorientierte digitale Lernumgebungen mit Messwerterfassung unterstützen. <i>Naturwissenschaften im Unterricht - Chemie</i>. Published online 2026.","ieee":"P. Pollmeier, T. Schulte, J. Ponath, and S. Fechner, “Lernprozesse im Chemieunterricht durch kontextorientierte digitale Lernumgebungen mit Messwerterfassung unterstützen,” <i>Naturwissenschaften im Unterricht - Chemie</i>, 2026.","apa":"Pollmeier, P., Schulte, T., Ponath, J., &#38; Fechner, S. (2026). Lernprozesse im Chemieunterricht durch kontextorientierte digitale Lernumgebungen mit Messwerterfassung unterstützen. <i>Naturwissenschaften Im Unterricht - Chemie</i>.","short":"P. Pollmeier, T. Schulte, J. Ponath, S. Fechner, Naturwissenschaften Im Unterricht - Chemie (2026).","chicago":"Pollmeier, Pascal, Talea Schulte, Jonas Ponath, and Sabine Fechner. “Lernprozesse Im Chemieunterricht Durch Kontextorientierte Digitale Lernumgebungen Mit Messwerterfassung Unterstützen.” <i>Naturwissenschaften Im Unterricht - Chemie</i>, 2026."},"publication":"Naturwissenschaften im Unterricht - Chemie","department":[{"_id":"386"}],"type":"journal_article","keyword":["Digital","Digitalisierung","Nachhaltigkeit","Bildung für nachhaltige Entwicklung","BNE","Lernumgebungen"],"date_created":"2025-12-08T09:30:27Z"},{"author":[{"first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","full_name":"Gräßler, Iris","id":"47565"},{"id":"58595","last_name":"Özcan","first_name":"Deniz","full_name":"Özcan, Deniz"}],"title":"Corporate resilience through generic AI-based workflows in strategic product planning","year":"2026","intvolume":"         1","date_updated":"2026-10-01T10:14:12Z","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://digital.ub.uni-paderborn.de/hs/download/pdf/8359163","open_access":"1"}],"doi":"10.17619/UNIPB/1-2636","publication":"1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","abstract":[{"lang":"eng","text":"In increasingly volatile and uncertain markets, corporate resilience has become a critical capability in strategic product planning. Companies face significant challenges in systematically monitoring and interpreting heterogeneous environmental data originating from diverse sources, formats, and temporal contexts. While predefined workflows and decision trees can support strategic analysis, they often lack the flexibility required to cope with dynamic market conditions and foresightrelated data from extreme dispersed and heterogeneous sources. This paper proposes a method to enhance corporate resilience through the application of generic, reusable AI-based workflows in strategic product planning. The approach integrates Data Science and Artificial Intelligence methods into modular, visually modelled workflows that enable hybrid human-AI decision-making. Based on a systematic literature review and an analysis of industrial challenges, key success factors and resilience criteria are identified. These insights are used to develop a method that supports internal and external analyses, scenario-based strategy development, and adaptive implementation monitoring within a generic workflow structure. The method leverages techniques such as machine learning and generative AI to process structured and unstructured data, identify patterns, and support real-time strategic assessments. Validation with decision-makers from medium-sized companies demonstrates improved transparency, repeatability, and cross-functional collaboration compared to predefined workflows."}],"date_created":"2026-10-01T10:04:57Z","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"type":"conference","conference":{"start_date":"2026-03-24","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1. 2026 Paderborn","location":"Paderborn","end_date":"2026-03-26"},"status":"public","publisher":"LibreCat University","_id":"67295","editor":[{"full_name":"Gräßler, Iris","last_name":"Gräßler","first_name":"Iris"}],"volume":1,"user_id":"58595","citation":{"chicago":"Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic AI-Based Workflows in Strategic Product Planning.” In <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, Vol. 1. LibreCat University, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">https://doi.org/10.17619/UNIPB/1-2636</a>.","short":"I. Gräßler, D. Özcan, in: I. Gräßler (Ed.), 1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, LibreCat University, 2026.","apa":"Gräßler, I., &#38; Özcan, D. (2026). Corporate resilience through generic AI-based workflows in strategic product planning. In I. Gräßler (Ed.), <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i> (Vol. 1). LibreCat University. <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">https://doi.org/10.17619/UNIPB/1-2636</a>","ieee":"I. Gräßler and D. Özcan, “Corporate resilience through generic AI-based workflows in strategic product planning,” in <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026, vol. 1, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>.","ama":"Gräßler I, Özcan D. Corporate resilience through generic AI-based workflows in strategic product planning. In: Gräßler I, ed. <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Vol 1. LibreCat University; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>","bibtex":"@inproceedings{Gräßler_Özcan_2026, title={Corporate resilience through generic AI-based workflows in strategic product planning}, volume={1}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>}, booktitle={1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, publisher={LibreCat University}, author={Gräßler, Iris and Özcan, Deniz}, editor={Gräßler, Iris}, year={2026} }","mla":"Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic AI-Based Workflows in Strategic Product Planning.” <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, vol. 1, LibreCat University, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>."},"quality_controlled":"1","oa":"1"},{"publication":"Artificial Neural Networks and Machine Learning – ICANN 2025","abstract":[{"lang":"eng","text":"Deep neural networks (DNNs) are vulnerable to small adversarial perturbations, which are tiny changes to the input data that appear insignificant but cause the model to produce drastically different outputs. Many defense methods require modifying model architectures during evaluation or performing test-time data purification. This not only introduces additional complexity but is often architecture-dependent. We show, however, that robust feature learning during training can significantly enhance DNN robustness. We propose MOREL, a multi-objective approach that aligns natural and adversarial features using cosine similarity and multi-positive contrastive losses to encourage similar features for same-class inputs. Extensive experiments demonstrate that MOREL significantly improves robustness against both white-box and black-box attacks. Our code is available at https://github.com/salomonhotegni/MOREL."}],"date_created":"2026-10-01T11:53:11Z","department":[{"_id":"655"}],"type":"conference","keyword":["own","own-conference"],"publication_identifier":{"isbn":["978-3-032-04558-4"]},"author":[{"full_name":"Hotegni, Sedjro Salomon","first_name":"Sedjro Salomon","last_name":"Hotegni","id":"97995"},{"id":"47427","full_name":"Peitz, Sebastian","orcid":"0000-0002-3389-793X","last_name":"Peitz","first_name":"Sebastian"}],"title":"Enhancing Adversarial Robustness Through Multi-objective Representation Learning","year":"2026","date_updated":"2026-10-01T11:53:46Z","language":[{"iso":"eng"}],"doi":"10.1007/978-3-032-04558-4_35","citation":{"short":"S.S. Hotegni, S. Peitz, in: W. Senn, M. Sanguineti, A. Saudargiene, I.V. Tetko, A.E.P. Villa, V. Jirsa, Y. Bengio (Eds.), Artificial Neural Networks and Machine Learning – ICANN 2025, Springer Nature Switzerland, Cham, 2026, pp. 442–454.","chicago":"Hotegni, Sedjro Salomon, and Sebastian Peitz. “Enhancing Adversarial Robustness Through Multi-Objective Representation Learning.” In <i>Artificial Neural Networks and Machine Learning – ICANN 2025</i>, edited by Walter Senn, Marcello Sanguineti, Ausra Saudargiene, Igor V. Tetko, Alessandro E. P. Villa, Viktor Jirsa, and Yoshua Bengio, 442–454. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-04558-4_35\">https://doi.org/10.1007/978-3-032-04558-4_35</a>.","ieee":"S. S. Hotegni and S. Peitz, “Enhancing Adversarial Robustness Through Multi-objective Representation Learning,” in <i>Artificial Neural Networks and Machine Learning – ICANN 2025</i>, 2026, pp. 442–454, doi: <a href=\"https://doi.org/10.1007/978-3-032-04558-4_35\">10.1007/978-3-032-04558-4_35</a>.","apa":"Hotegni, S. S., &#38; Peitz, S. (2026). Enhancing Adversarial Robustness Through Multi-objective Representation Learning. In W. Senn, M. Sanguineti, A. Saudargiene, I. V. Tetko, A. E. P. Villa, V. Jirsa, &#38; Y. Bengio (Eds.), <i>Artificial Neural Networks and Machine Learning – ICANN 2025</i> (pp. 442–454). Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-04558-4_35\">https://doi.org/10.1007/978-3-032-04558-4_35</a>","bibtex":"@inproceedings{Hotegni_Peitz_2026, place={Cham}, title={Enhancing Adversarial Robustness Through Multi-objective Representation Learning}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-04558-4_35\">10.1007/978-3-032-04558-4_35</a>}, booktitle={Artificial Neural Networks and Machine Learning – ICANN 2025}, publisher={Springer Nature Switzerland}, author={Hotegni, Sedjro Salomon and Peitz, Sebastian}, editor={Senn, Walter and Sanguineti, Marcello and Saudargiene, Ausra and Tetko, Igor V. and Villa, Alessandro E. P. and Jirsa, Viktor and Bengio, Yoshua}, year={2026}, pages={442–454} }","ama":"Hotegni SS, Peitz S. Enhancing Adversarial Robustness Through Multi-objective Representation Learning. In: Senn W, Sanguineti M, Saudargiene A, et al., eds. <i>Artificial Neural Networks and Machine Learning – ICANN 2025</i>. Springer Nature Switzerland; 2026:442–454. doi:<a href=\"https://doi.org/10.1007/978-3-032-04558-4_35\">10.1007/978-3-032-04558-4_35</a>","mla":"Hotegni, Sedjro Salomon, and Sebastian Peitz. “Enhancing Adversarial Robustness Through Multi-Objective Representation Learning.” <i>Artificial Neural Networks and Machine Learning – ICANN 2025</i>, edited by Walter Senn et al., Springer Nature Switzerland, 2026, pp. 442–454, doi:<a href=\"https://doi.org/10.1007/978-3-032-04558-4_35\">10.1007/978-3-032-04558-4_35</a>."},"place":"Cham","status":"public","_id":"67300","publisher":"Springer Nature Switzerland","page":"442–454","editor":[{"full_name":"Senn, Walter","first_name":"Walter","last_name":"Senn"},{"last_name":"Sanguineti","first_name":"Marcello","full_name":"Sanguineti, Marcello"},{"full_name":"Saudargiene, Ausra","last_name":"Saudargiene","first_name":"Ausra"},{"full_name":"Tetko, Igor V.","last_name":"Tetko","first_name":"Igor V."},{"full_name":"Villa, Alessandro E. P.","last_name":"Villa","first_name":"Alessandro E. P."},{"full_name":"Jirsa, Viktor","last_name":"Jirsa","first_name":"Viktor"},{"last_name":"Bengio","first_name":"Yoshua","full_name":"Bengio, Yoshua"}],"user_id":"47427"},{"abstract":[{"lang":"eng","text":"Data-driven surrogate models provide fast and fully differentiable approximations of complex dynamical systems. In this work, we develop such surrogates for the Rayleigh–Bénard convection (RBC), which governs thermally driven flows in natural and industrial environments. Specifically, the proposed models approximate the discrete-time flow map of the RBC system, advancing the full system state by a fixed time step. We train Fourier Neural Operator (FNO)–based models to learn the dynamics of RBC in two and three dimensions and compare them to a convolutional U-Net baseline and a Koopman-based Linear Recurrent Autoencoder Network (LRAN). The two-dimensional system serves as a baseline for the more challenging three-dimensional case, which exhibits increased spatial complexity and turbulent dynamics. Across all settings, FNO-based models consistently outperform the LRAN, while achieving performance comparable to the U-Net in several regimes. Incorporating spatio-temporal inputs via FNOs leads to improved long-term prediction accuracy, particularly for turbulent flows. The physical fidelity of the predictions is assessed using convective heat flux statistics, profiles, and fluctuations, showing that FNOs most closely reproduce the ground-truth flow statistics. In addition, we demonstrate that FNOs enable zero-shot super-resolution across unseen spatial discretizations, a capability not shared by the convolutional baselines. These results highlight the potential of neural operator–based models as accurate, physically consistent, and resolution-independent surrogates for downstream tasks such as flow control."}],"citation":{"chicago":"Markmann, Thorben, Michiel Straat, Sebastian Peitz, and Barbara Hammer. “Fourier Neural Operators as Data-Driven Surrogates for Two- and Three-Dimensional Rayleigh–Bénard Convection.” <i>Neurocomputing</i> 679 (2026): 133201. <a href=\"https://doi.org/10.1016/j.neucom.2026.133201\">https://doi.org/10.1016/j.neucom.2026.133201</a>.","short":"T. Markmann, M. Straat, S. Peitz, B. Hammer, Neurocomputing 679 (2026) 133201.","apa":"Markmann, T., Straat, M., Peitz, S., &#38; Hammer, B. (2026). Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–Bénard convection. <i>Neurocomputing</i>, <i>679</i>, 133201. <a href=\"https://doi.org/10.1016/j.neucom.2026.133201\">https://doi.org/10.1016/j.neucom.2026.133201</a>","ieee":"T. Markmann, M. Straat, S. Peitz, and B. Hammer, “Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–Bénard convection,” <i>Neurocomputing</i>, vol. 679, p. 133201, 2026, doi: <a href=\"https://doi.org/10.1016/j.neucom.2026.133201\">10.1016/j.neucom.2026.133201</a>.","ama":"Markmann T, Straat M, Peitz S, Hammer B. Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–Bénard convection. <i>Neurocomputing</i>. 2026;679:133201. doi:<a href=\"https://doi.org/10.1016/j.neucom.2026.133201\">10.1016/j.neucom.2026.133201</a>","bibtex":"@article{Markmann_Straat_Peitz_Hammer_2026, title={Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–Bénard convection}, volume={679}, DOI={<a href=\"https://doi.org/10.1016/j.neucom.2026.133201\">10.1016/j.neucom.2026.133201</a>}, journal={Neurocomputing}, author={Markmann, Thorben and Straat, Michiel and Peitz, Sebastian and Hammer, Barbara}, year={2026}, pages={133201} }","mla":"Markmann, Thorben, et al. “Fourier Neural Operators as Data-Driven Surrogates for Two- and Three-Dimensional Rayleigh–Bénard Convection.” <i>Neurocomputing</i>, vol. 679, 2026, p. 133201, doi:<a href=\"https://doi.org/10.1016/j.neucom.2026.133201\">10.1016/j.neucom.2026.133201</a>."},"publication":"Neurocomputing","department":[{"_id":"655"}],"keyword":["own","own-journal","erc"],"type":"journal_article","date_created":"2026-10-01T11:55:20Z","intvolume":"       679","date_updated":"2026-10-01T11:56:04Z","publication_identifier":{"issn":["0925-2312"]},"author":[{"full_name":"Markmann, Thorben","last_name":"Markmann","first_name":"Thorben"},{"first_name":"Michiel","last_name":"Straat","full_name":"Straat, Michiel"},{"last_name":"Peitz","orcid":"0000-0002-3389-793X","first_name":"Sebastian","full_name":"Peitz, Sebastian","id":"47427"},{"full_name":"Hammer, Barbara","first_name":"Barbara","last_name":"Hammer"}],"title":"Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–Bénard convection","year":"2026","status":"public","volume":679,"user_id":"47427","doi":"10.1016/j.neucom.2026.133201","_id":"67302","language":[{"iso":"eng"}],"page":"133201"},{"status":"public","page":"1601–1619","_id":"67299","publisher":"PMLR","user_id":"47427","volume":331,"editor":[{"first_name":"Gaurav","last_name":"Sukhatme","full_name":"Sukhatme, Gaurav"},{"first_name":"Lars","last_name":"Lindemann","full_name":"Lindemann, Lars"},{"full_name":"Tu, Stephen","last_name":"Tu","first_name":"Stephen"},{"last_name":"Wierman","first_name":"Adam","full_name":"Wierman, Adam"},{"full_name":"Atanasov, Nikolay","last_name":"Atanasov","first_name":"Nikolay"}],"citation":{"ama":"Harder H, Vishwasrao A, Guastoni L, Vinuesa R, Peitz S. Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems. In: Sukhatme G, Lindemann L, Tu S, Wierman A, Atanasov N, eds. <i>Proceedings of The 8th Annual Learning for Dynamics and Control Conference</i>. Vol 331. Proceedings of Machine Learning Research. PMLR; 2026:1601–1619. doi:<a href=\"https://doi.org/10.48550/arXiv.2511.04641\">10.48550/arXiv.2511.04641</a>","bibtex":"@inproceedings{Harder_Vishwasrao_Guastoni_Vinuesa_Peitz_2026, series={Proceedings of Machine Learning Research}, title={Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems}, volume={331}, DOI={<a href=\"https://doi.org/10.48550/arXiv.2511.04641\">10.48550/arXiv.2511.04641</a>}, booktitle={Proceedings of The 8th Annual Learning for Dynamics and Control Conference}, publisher={PMLR}, author={Harder, Hans and Vishwasrao, Abhijeet and Guastoni, Luca and Vinuesa, Ricardo and Peitz, Sebastian}, editor={Sukhatme, Gaurav and Lindemann, Lars and Tu, Stephen and Wierman, Adam and Atanasov, Nikolay}, year={2026}, pages={1601–1619}, collection={Proceedings of Machine Learning Research} }","mla":"Harder, Hans, et al. “Efficient Probabilistic Surrogate Modeling Techniques for Partially-Observed Large-Scale Dynamical Systems.” <i>Proceedings of The 8th Annual Learning for Dynamics and Control Conference</i>, edited by Gaurav Sukhatme et al., vol. 331, PMLR, 2026, pp. 1601–1619, doi:<a href=\"https://doi.org/10.48550/arXiv.2511.04641\">10.48550/arXiv.2511.04641</a>.","short":"H. Harder, A. Vishwasrao, L. Guastoni, R. Vinuesa, S. Peitz, in: G. Sukhatme, L. Lindemann, S. Tu, A. Wierman, N. Atanasov (Eds.), Proceedings of The 8th Annual Learning for Dynamics and Control Conference, PMLR, 2026, pp. 1601–1619.","chicago":"Harder, Hans, Abhijeet Vishwasrao, Luca Guastoni, Ricardo Vinuesa, and Sebastian Peitz. “Efficient Probabilistic Surrogate Modeling Techniques for Partially-Observed Large-Scale Dynamical Systems.” In <i>Proceedings of The 8th Annual Learning for Dynamics and Control Conference</i>, edited by Gaurav Sukhatme, Lars Lindemann, Stephen Tu, Adam Wierman, and Nikolay Atanasov, 331:1601–1619. Proceedings of Machine Learning Research. PMLR, 2026. <a href=\"https://doi.org/10.48550/arXiv.2511.04641\">https://doi.org/10.48550/arXiv.2511.04641</a>.","apa":"Harder, H., Vishwasrao, A., Guastoni, L., Vinuesa, R., &#38; Peitz, S. (2026). Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems. In G. Sukhatme, L. Lindemann, S. Tu, A. Wierman, &#38; N. Atanasov (Eds.), <i>Proceedings of The 8th Annual Learning for Dynamics and Control Conference</i> (Vol. 331, pp. 1601–1619). PMLR. <a href=\"https://doi.org/10.48550/arXiv.2511.04641\">https://doi.org/10.48550/arXiv.2511.04641</a>","ieee":"H. Harder, A. Vishwasrao, L. Guastoni, R. Vinuesa, and S. Peitz, “Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems,” in <i>Proceedings of The 8th Annual Learning for Dynamics and Control Conference</i>, 2026, vol. 331, pp. 1601–1619, doi: <a href=\"https://doi.org/10.48550/arXiv.2511.04641\">10.48550/arXiv.2511.04641</a>."},"oa":"1","title":"Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems","year":"2026","author":[{"id":"98879","full_name":"Harder, Hans","last_name":"Harder","first_name":"Hans"},{"full_name":"Vishwasrao, Abhijeet","first_name":"Abhijeet","last_name":"Vishwasrao"},{"last_name":"Guastoni","first_name":"Luca","full_name":"Guastoni, Luca"},{"full_name":"Vinuesa, Ricardo","first_name":"Ricardo","last_name":"Vinuesa"},{"id":"47427","first_name":"Sebastian","orcid":"0000-0002-3389-793X","last_name":"Peitz","full_name":"Peitz, Sebastian"}],"date_updated":"2026-10-01T11:52:48Z","intvolume":"       331","main_file_link":[{"open_access":"1","url":"https://openreview.net/pdf?id=Z9srtyqVLE"}],"language":[{"iso":"eng"}],"series_title":"Proceedings of Machine Learning Research","doi":"10.48550/arXiv.2511.04641","publication":"Proceedings of The 8th Annual Learning for Dynamics and Control Conference","date_created":"2026-10-01T11:51:57Z","type":"conference","keyword":["own","own-conference","erc"],"department":[{"_id":"655"}]},{"citation":{"short":"A.C. Amakor, K. Sonntag, S. Peitz, in: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2026, pp. 652–668.","chicago":"Amakor, Augustina Chidinma, Konstantin Sonntag, and Sebastian Peitz. “Interactive Pareto Navigation for Deep Multi-Task Learning.” In <i>European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)</i>, 652–68, 2026. <a href=\"https://doi.org/10.1007/978-3-032-37667-1_37\">https://doi.org/10.1007/978-3-032-37667-1_37</a>.","ieee":"A. C. Amakor, K. Sonntag, and S. Peitz, “Interactive Pareto navigation for deep multi-task learning,” in <i>European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)</i>, 2026, pp. 652–668, doi: <a href=\"https://doi.org/10.1007/978-3-032-37667-1_37\">10.1007/978-3-032-37667-1_37</a>.","apa":"Amakor, A. C., Sonntag, K., &#38; Peitz, S. (2026). Interactive Pareto navigation for deep multi-task learning. <i>European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)</i>, 652–668. <a href=\"https://doi.org/10.1007/978-3-032-37667-1_37\">https://doi.org/10.1007/978-3-032-37667-1_37</a>","bibtex":"@inproceedings{Amakor_Sonntag_Peitz_2026, title={Interactive Pareto navigation for deep multi-task learning}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-37667-1_37\">10.1007/978-3-032-37667-1_37</a>}, booktitle={European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)}, author={Amakor, Augustina Chidinma and Sonntag, Konstantin and Peitz, Sebastian}, year={2026}, pages={652–668} }","ama":"Amakor AC, Sonntag K, Peitz S. Interactive Pareto navigation for deep multi-task learning. In: <i>European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)</i>. ; 2026:652-668. doi:<a href=\"https://doi.org/10.1007/978-3-032-37667-1_37\">10.1007/978-3-032-37667-1_37</a>","mla":"Amakor, Augustina Chidinma, et al. “Interactive Pareto Navigation for Deep Multi-Task Learning.” <i>European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)</i>, 2026, pp. 652–68, doi:<a href=\"https://doi.org/10.1007/978-3-032-37667-1_37\">10.1007/978-3-032-37667-1_37</a>."},"publication":"European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)","date_created":"2026-10-01T11:56:15Z","department":[{"_id":"655"}],"oa":"1","type":"conference","keyword":["own","own-conference"],"author":[{"first_name":"Augustina Chidinma","last_name":"Amakor","full_name":"Amakor, Augustina Chidinma","id":"97916"},{"id":"56399","full_name":"Sonntag, Konstantin","orcid":"https://orcid.org/0000-0003-3384-3496","last_name":"Sonntag","first_name":"Konstantin"},{"id":"47427","first_name":"Sebastian","last_name":"Peitz","orcid":"0000-0002-3389-793X","full_name":"Peitz, Sebastian"}],"title":"Interactive Pareto navigation for deep multi-task learning","year":"2026","status":"public","date_updated":"2026-10-01T11:58:43Z","_id":"67303","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2606.19521"}],"page":"652-668","user_id":"47427","doi":"10.1007/978-3-032-37667-1_37"},{"department":[{"_id":"655"}],"oa":"1","keyword":["own","own-conference","erc"],"type":"conference","date_created":"2026-10-01T11:59:35Z","citation":{"ieee":"J. Becktepe, A. Franz, N. Thuerey, and S. Peitz, “Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control,” 2026, doi: <a href=\"https://doi.org/10.48550/arXiv.2601.15015\">10.48550/arXiv.2601.15015</a>.","apa":"Becktepe, J., Franz, A., Thuerey, N., &#38; Peitz, S. (2026). Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control. <i>International Conference on Machine Learning (ICML)</i>. <a href=\"https://doi.org/10.48550/arXiv.2601.15015\">https://doi.org/10.48550/arXiv.2601.15015</a>","short":"J. Becktepe, A. Franz, N. Thuerey, S. Peitz, in: International Conference on Machine Learning (ICML), 2026.","chicago":"Becktepe, Jannis, Aleksandra Franz, Nils Thuerey, and Sebastian Peitz. “Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control.” In <i>International Conference on Machine Learning (ICML)</i>, 2026. <a href=\"https://doi.org/10.48550/arXiv.2601.15015\">https://doi.org/10.48550/arXiv.2601.15015</a>.","mla":"Becktepe, Jannis, et al. “Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control.” <i>International Conference on Machine Learning (ICML)</i>, 2026, doi:<a href=\"https://doi.org/10.48550/arXiv.2601.15015\">10.48550/arXiv.2601.15015</a>.","bibtex":"@inproceedings{Becktepe_Franz_Thuerey_Peitz_2026, title={Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control}, DOI={<a href=\"https://doi.org/10.48550/arXiv.2601.15015\">10.48550/arXiv.2601.15015</a>}, booktitle={International Conference on Machine Learning (ICML)}, author={Becktepe, Jannis and Franz, Aleksandra and Thuerey, Nils and Peitz, Sebastian}, year={2026} }","ama":"Becktepe J, Franz A, Thuerey N, Peitz S. Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control. In: <i>International Conference on Machine Learning (ICML)</i>. ; 2026. doi:<a href=\"https://doi.org/10.48550/arXiv.2601.15015\">10.48550/arXiv.2601.15015</a>"},"publication":"International Conference on Machine Learning (ICML)","user_id":"47427","doi":"10.48550/arXiv.2601.15015","language":[{"iso":"eng"}],"_id":"67305","main_file_link":[{"url":"https://safe-autonomous-systems.github.io/fluidgym/","open_access":"1"}],"date_updated":"2026-10-01T12:00:51Z","author":[{"full_name":"Becktepe, Jannis","first_name":"Jannis","last_name":"Becktepe"},{"full_name":"Franz, Aleksandra","last_name":"Franz","first_name":"Aleksandra"},{"first_name":"Nils","last_name":"Thuerey","full_name":"Thuerey, Nils"},{"full_name":"Peitz, Sebastian","last_name":"Peitz","orcid":"0000-0002-3389-793X","first_name":"Sebastian","id":"47427"}],"year":"2026","status":"public","title":"Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control"},{"status":"public","year":"2026","title":"Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings","author":[{"id":"43991","orcid":"0009-0009-9767-7168","last_name":"Wohlleben","first_name":"Meike Claudia","full_name":"Wohlleben, Meike Claudia"},{"id":"22109","last_name":"Schütte","orcid":"0000-0001-9025-9742","first_name":"Jan","full_name":"Schütte, Jan"},{"last_name":"Berkemeier","first_name":"Manuel","full_name":"Berkemeier, Manuel"},{"id":"21220","full_name":"Sextro, Walter","last_name":"Sextro","first_name":"Walter"},{"id":"47427","full_name":"Peitz, Sebastian","last_name":"Peitz","first_name":"Sebastian","orcid":"0000-0002-3389-793X"}],"date_updated":"2026-10-01T11:54:23Z","language":[{"iso":"eng"}],"_id":"67301","user_id":"47427","doi":"10.1007/s11044-026-10146-9","publication":"Multibody System Dynamics","citation":{"chicago":"Wohlleben, Meike Claudia, Jan Schütte, Manuel Berkemeier, Walter Sextro, and Sebastian Peitz. “Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings.” <i>Multibody System Dynamics</i>, 2026. <a href=\"https://doi.org/10.1007/s11044-026-10146-9\">https://doi.org/10.1007/s11044-026-10146-9</a>.","short":"M.C. Wohlleben, J. Schütte, M. Berkemeier, W. Sextro, S. Peitz, Multibody System Dynamics (2026).","ieee":"M. C. Wohlleben, J. Schütte, M. Berkemeier, W. Sextro, and S. Peitz, “Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings,” <i>Multibody System Dynamics</i>, 2026, doi: <a href=\"https://doi.org/10.1007/s11044-026-10146-9\">10.1007/s11044-026-10146-9</a>.","apa":"Wohlleben, M. C., Schütte, J., Berkemeier, M., Sextro, W., &#38; Peitz, S. (2026). Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings. <i>Multibody System Dynamics</i>. <a href=\"https://doi.org/10.1007/s11044-026-10146-9\">https://doi.org/10.1007/s11044-026-10146-9</a>","bibtex":"@article{Wohlleben_Schütte_Berkemeier_Sextro_Peitz_2026, title={Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings}, DOI={<a href=\"https://doi.org/10.1007/s11044-026-10146-9\">10.1007/s11044-026-10146-9</a>}, journal={Multibody System Dynamics}, author={Wohlleben, Meike Claudia and Schütte, Jan and Berkemeier, Manuel and Sextro, Walter and Peitz, Sebastian}, year={2026} }","ama":"Wohlleben MC, Schütte J, Berkemeier M, Sextro W, Peitz S. Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings. <i>Multibody System Dynamics</i>. Published online 2026. doi:<a href=\"https://doi.org/10.1007/s11044-026-10146-9\">10.1007/s11044-026-10146-9</a>","mla":"Wohlleben, Meike Claudia, et al. “Evaluating Physics-Based, Hybrid, and Data-Driven Models for Rubber-Metal Bushings.” <i>Multibody System Dynamics</i>, 2026, doi:<a href=\"https://doi.org/10.1007/s11044-026-10146-9\">10.1007/s11044-026-10146-9</a>."},"date_created":"2026-10-01T11:53:54Z","type":"journal_article","keyword":["own","own-journal"],"department":[{"_id":"655"}]},{"publication":"arXiv:2603.26464","citation":{"chicago":"Mugisho Zagabe, Christian, and Sebastian Peitz. “Automatic Feature Identification in Least-Squares Policy Iteration Using the Koopman Operator Framework.” <i>ArXiv:2603.26464</i>, 2026.","short":"C. Mugisho Zagabe, S. Peitz, ArXiv:2603.26464 (2026).","apa":"Mugisho Zagabe, C., &#38; Peitz, S. (2026). Automatic feature identification in least-squares policy iteration using the Koopman operator framework. In <i>arXiv:2603.26464</i>.","ieee":"C. Mugisho Zagabe and S. Peitz, “Automatic feature identification in least-squares policy iteration using the Koopman operator framework,” <i>arXiv:2603.26464</i>. 2026.","ama":"Mugisho Zagabe C, Peitz S. Automatic feature identification in least-squares policy iteration using the Koopman operator framework. <i>arXiv:260326464</i>. Published online 2026.","bibtex":"@article{Mugisho Zagabe_Peitz_2026, title={Automatic feature identification in least-squares policy iteration using the Koopman operator framework}, journal={arXiv:2603.26464}, author={Mugisho Zagabe, Christian and Peitz, Sebastian}, year={2026} }","mla":"Mugisho Zagabe, Christian, and Sebastian Peitz. “Automatic Feature Identification in Least-Squares Policy Iteration Using the Koopman Operator Framework.” <i>ArXiv:2603.26464</i>, 2026."},"date_created":"2026-10-01T11:50:28Z","type":"preprint","keyword":["own","own-preprint","erc"],"oa":"1","department":[{"_id":"655"}],"year":"2026","status":"public","title":"Automatic feature identification in least-squares policy iteration using the Koopman operator framework","author":[{"full_name":"Mugisho Zagabe, Christian","last_name":"Mugisho Zagabe","first_name":"Christian"},{"last_name":"Peitz","first_name":"Sebastian","orcid":"0000-0002-3389-793X","full_name":"Peitz, Sebastian","id":"47427"}],"date_updated":"2026-10-01T11:51:41Z","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2603.26464"}],"language":[{"iso":"eng"}],"_id":"67298","user_id":"47427"},{"citation":{"mla":"Plotzki, Tim, and Sebastian Peitz. “Koopman-Based Surrogate Modeling for Reinforcement-Learning-Control of Rayleigh-Benard Convection.” <i>ArXiv:2603.28074</i>, 2026.","ama":"Plotzki T, Peitz S. Koopman-based surrogate modeling for reinforcement-learning-control of Rayleigh-Benard convection. <i>arXiv:260328074</i>. Published online 2026.","bibtex":"@article{Plotzki_Peitz_2026, title={Koopman-based surrogate modeling for reinforcement-learning-control of Rayleigh-Benard convection}, journal={arXiv:2603.28074}, author={Plotzki, Tim and Peitz, Sebastian}, year={2026} }","apa":"Plotzki, T., &#38; Peitz, S. (2026). Koopman-based surrogate modeling for reinforcement-learning-control of Rayleigh-Benard convection. In <i>arXiv:2603.28074</i>.","ieee":"T. Plotzki and S. Peitz, “Koopman-based surrogate modeling for reinforcement-learning-control of Rayleigh-Benard convection,” <i>arXiv:2603.28074</i>. 2026.","short":"T. Plotzki, S. Peitz, ArXiv:2603.28074 (2026).","chicago":"Plotzki, Tim, and Sebastian Peitz. “Koopman-Based Surrogate Modeling for Reinforcement-Learning-Control of Rayleigh-Benard Convection.” <i>ArXiv:2603.28074</i>, 2026."},"publication":"arXiv:2603.28074","date_created":"2026-10-01T11:59:03Z","oa":"1","department":[{"_id":"655"}],"keyword":["own","own-preprint","erc"],"type":"preprint","author":[{"first_name":"Tim","last_name":"Plotzki","full_name":"Plotzki, Tim"},{"id":"47427","full_name":"Peitz, Sebastian","orcid":"0000-0002-3389-793X","last_name":"Peitz","first_name":"Sebastian"}],"year":"2026","status":"public","title":"Koopman-based surrogate modeling for reinforcement-learning-control of Rayleigh-Benard convection","date_updated":"2026-10-01T11:59:27Z","_id":"67304","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2603.28074"}],"user_id":"47427"},{"type":"conference","keyword":["amgad dice enexa fairomics mahmood ngonga sailproject sherif simba whale"],"date_created":"2026-10-02T07:50:24Z","place":"Bari, Italy","abstract":[{"text":"Explainable artificial intelligence (XAI) is essential for critical domains such as healthcare and autonomous systems to build trust and confidence in real-world deployment. In this context, description logic knowledge bases (KBs) provide structured and semantically rich representations that support reasoning and informed decision-making. A core task in applying KBs to XAI is class expression learning (CEL), which generates explainable logical descriptions for classifying instances within KBs. Unlike black-box models with opaque internal mechanisms, CEL provides global explainability and ease of integration with domain knowledge. However, current approaches to CEL face significant limitations such as poor scalability, failure to capture rare patterns, and limited exploration of the vast class expression search space. To overcome these limitations, we introduce LYRA, a novel multi-agent deep reinforcement learning framework that formulates CEL as a collaborative planning task under uncertainty. The integration of the Dempster–Shafer theory enables agents to effectively reason under ambiguity and manage conflicting or inconsistent information. Our experiments show that LYRA outperforms state-of-the-art methods on seven out of eight datasets, demonstrating robust and scalable CEL. Additionally, LYRA offers interpretable decisions and employs advanced search strategies, enabling the discovery of more precise and expressive class expressions than existing approaches.","lang":"eng"}],"publication":"The Semantic Web – ISWC 2026","citation":{"mla":"Abdulmaqsod, Amgad, et al. “LYRA: Belief-Driven Scalable Class Expression Learning in Description Logics.” <i>The Semantic Web – ISWC 2026</i>, 2026.","bibtex":"@inproceedings{Abdulmaqsod_Mahmood_Ngonga Ngomo_Sherif_2026, place={Bari, Italy}, title={LYRA: Belief-Driven Scalable Class Expression Learning in Description Logics}, booktitle={The Semantic Web – ISWC 2026}, author={Abdulmaqsod, Amgad and Mahmood, Yasir and Ngonga Ngomo, Axel-Cyrille and Sherif, Mohamed Ahmed}, year={2026} }","ama":"Abdulmaqsod A, Mahmood Y, Ngonga Ngomo A-C, Sherif MA. LYRA: Belief-Driven Scalable Class Expression Learning in Description Logics. In: <i>The Semantic Web – ISWC 2026</i>. ; 2026.","ieee":"A. Abdulmaqsod, Y. Mahmood, A.-C. Ngonga Ngomo, and M. A. Sherif, “LYRA: Belief-Driven Scalable Class Expression Learning in Description Logics,” 2026.","apa":"Abdulmaqsod, A., Mahmood, Y., Ngonga Ngomo, A.-C., &#38; Sherif, M. A. (2026). LYRA: Belief-Driven Scalable Class Expression Learning in Description Logics. <i>The Semantic Web – ISWC 2026</i>.","chicago":"Abdulmaqsod, Amgad, Yasir Mahmood, Axel-Cyrille Ngonga Ngomo, and Mohamed Ahmed Sherif. “LYRA: Belief-Driven Scalable Class Expression Learning in Description Logics.” In <i>The Semantic Web – ISWC 2026</i>. Bari, Italy, 2026.","short":"A. Abdulmaqsod, Y. Mahmood, A.-C. Ngonga Ngomo, M.A. Sherif, in: The Semantic Web – ISWC 2026, Bari, Italy, 2026."},"user_id":"67234","_id":"67339","date_updated":"2026-10-02T08:00:46Z","status":"public","title":"LYRA: Belief-Driven Scalable Class Expression Learning in Description Logics","year":"2026","author":[{"first_name":"Amgad","last_name":"Abdulmaqsod","full_name":"Abdulmaqsod, Amgad"},{"full_name":"Mahmood, Yasir","first_name":"Yasir","last_name":"Mahmood"},{"full_name":"Ngonga Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo"},{"full_name":"Sherif, Mohamed Ahmed","last_name":"Sherif","first_name":"Mohamed Ahmed"}]}]