[{"title":"Detecting Security-Relevant Methods using Multi-label Machine Learning","status":"public","year":"2024","author":[{"id":"66583","last_name":"Johnson","first_name":"Oshando","full_name":"Johnson, Oshando"},{"id":"41936","orcid":"0000-0003-4424-5838","last_name":"Piskachev","first_name":"Goran","full_name":"Piskachev, Goran"},{"last_name":"Krishnamurthy","orcid":"0000-0002-0906-5463","first_name":"Ranjith","full_name":"Krishnamurthy, Ranjith","id":"78060"},{"full_name":"Bodden, Eric","first_name":"Eric","orcid":"0000-0003-3470-3647","last_name":"Bodden","id":"59256"}],"date_updated":"2024-05-06T11:47:14Z","language":[{"iso":"eng"}],"_id":"53958","doi":"10.48550/ARXIV.2403.07501","user_id":"15249","publication":"Proceedings of the 46th International Conference on Software Engineering, IDE Workshop","citation":{"short":"O. Johnson, G. Piskachev, R. Krishnamurthy, E. Bodden, in: Proceedings of the 46th International Conference on Software Engineering, IDE Workshop, 2024.","chicago":"Johnson, Oshando, Goran Piskachev, Ranjith Krishnamurthy, and Eric Bodden. “Detecting Security-Relevant Methods Using Multi-Label Machine Learning.” In <i>Proceedings of the 46th International Conference on Software Engineering, IDE Workshop</i>, 2024. <a href=\"https://doi.org/10.48550/ARXIV.2403.07501\">https://doi.org/10.48550/ARXIV.2403.07501</a>.","apa":"Johnson, O., Piskachev, G., Krishnamurthy, R., &#38; Bodden, E. (2024). Detecting Security-Relevant Methods using Multi-label Machine Learning. <i>Proceedings of the 46th International Conference on Software Engineering, IDE Workshop</i>. <a href=\"https://doi.org/10.48550/ARXIV.2403.07501\">https://doi.org/10.48550/ARXIV.2403.07501</a>","ieee":"O. Johnson, G. Piskachev, R. Krishnamurthy, and E. Bodden, “Detecting Security-Relevant Methods using Multi-label Machine Learning,” 2024, doi: <a href=\"https://doi.org/10.48550/ARXIV.2403.07501\">10.48550/ARXIV.2403.07501</a>.","ama":"Johnson O, Piskachev G, Krishnamurthy R, Bodden E. Detecting Security-Relevant Methods using Multi-label Machine Learning. In: <i>Proceedings of the 46th International Conference on Software Engineering, IDE Workshop</i>. ; 2024. doi:<a href=\"https://doi.org/10.48550/ARXIV.2403.07501\">10.48550/ARXIV.2403.07501</a>","bibtex":"@inproceedings{Johnson_Piskachev_Krishnamurthy_Bodden_2024, title={Detecting Security-Relevant Methods using Multi-label Machine Learning}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2403.07501\">10.48550/ARXIV.2403.07501</a>}, booktitle={Proceedings of the 46th International Conference on Software Engineering, IDE Workshop}, author={Johnson, Oshando and Piskachev, Goran and Krishnamurthy, Ranjith and Bodden, Eric}, year={2024} }","mla":"Johnson, Oshando, et al. “Detecting Security-Relevant Methods Using Multi-Label Machine Learning.” <i>Proceedings of the 46th International Conference on Software Engineering, IDE Workshop</i>, 2024, doi:<a href=\"https://doi.org/10.48550/ARXIV.2403.07501\">10.48550/ARXIV.2403.07501</a>."},"abstract":[{"lang":"eng","text":"To detect security vulnerabilities, static analysis tools need to be configured with security-relevant methods. Current approaches can automatically identify such methods using binary relevance machine learning approaches. However, they ignore dependencies among security-relevant methods, over-generalize and perform poorly in practice. Additionally, users have to nevertheless manually configure static analysis tools using the detected methods. Based on feedback from users and our observations, the excessive manual steps can often be tedious, error-prone and counter-intuitive.\r\n In this paper, we present Dev-Assist, an IntelliJ IDEA plugin that detects security-relevant methods using a multi-label machine learning approach that considers dependencies among labels. The plugin can automatically generate configurations for static analysis tools, run the static analysis, and show the results in IntelliJ IDEA. Our experiments reveal that Dev-Assist's machine learning approach has a higher F1-Measure than related approaches. Moreover, the plugin reduces and simplifies the manual effort required when configuring and using static analysis tools."}],"date_created":"2024-05-06T11:43:19Z","type":"conference","department":[{"_id":"76"},{"_id":"662"}]},{"publication":"2023 21st International Conference on Advanced Robotics (ICAR)","citation":{"mla":"Amer, Abdelhakim, et al. “UNav-Sim: A Visually Realistic Underwater Robotics Simulator and Synthetic Data-Generation Framework.” <i>2023 21st International Conference on Advanced Robotics (ICAR)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/icar58858.2023.10406819\">10.1109/icar58858.2023.10406819</a>.","bibtex":"@inproceedings{Amer_Álvarez-Tuñón_Uğurlu_Le Fevre Sejersen_Brodskiy_Kayacan_2024, title={UNav-Sim: A Visually Realistic Underwater Robotics Simulator and Synthetic Data-Generation Framework}, DOI={<a href=\"https://doi.org/10.1109/icar58858.2023.10406819\">10.1109/icar58858.2023.10406819</a>}, booktitle={2023 21st International Conference on Advanced Robotics (ICAR)}, publisher={IEEE}, author={Amer, Abdelhakim and Álvarez-Tuñón, Olaya and Uğurlu, Halil İbrahim and Le Fevre Sejersen, Jonas and Brodskiy, Yury and Kayacan, Erdal}, year={2024} }","ama":"Amer A, Álvarez-Tuñón O, Uğurlu Hİ, Le Fevre Sejersen J, Brodskiy Y, Kayacan E. UNav-Sim: A Visually Realistic Underwater Robotics Simulator and Synthetic Data-Generation Framework. In: <i>2023 21st International Conference on Advanced Robotics (ICAR)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/icar58858.2023.10406819\">10.1109/icar58858.2023.10406819</a>","ieee":"A. Amer, O. Álvarez-Tuñón, H. İ. Uğurlu, J. Le Fevre Sejersen, Y. Brodskiy, and E. Kayacan, “UNav-Sim: A Visually Realistic Underwater Robotics Simulator and Synthetic Data-Generation Framework,” 2024, doi: <a href=\"https://doi.org/10.1109/icar58858.2023.10406819\">10.1109/icar58858.2023.10406819</a>.","apa":"Amer, A., Álvarez-Tuñón, O., Uğurlu, H. İ., Le Fevre Sejersen, J., Brodskiy, Y., &#38; Kayacan, E. (2024). UNav-Sim: A Visually Realistic Underwater Robotics Simulator and Synthetic Data-Generation Framework. <i>2023 21st International Conference on Advanced Robotics (ICAR)</i>. <a href=\"https://doi.org/10.1109/icar58858.2023.10406819\">https://doi.org/10.1109/icar58858.2023.10406819</a>","short":"A. Amer, O. Álvarez-Tuñón, H.İ. Uğurlu, J. Le Fevre Sejersen, Y. Brodskiy, E. Kayacan, in: 2023 21st International Conference on Advanced Robotics (ICAR), IEEE, 2024.","chicago":"Amer, Abdelhakim, Olaya Álvarez-Tuñón, Halil İbrahim Uğurlu, Jonas Le Fevre Sejersen, Yury Brodskiy, and Erdal Kayacan. “UNav-Sim: A Visually Realistic Underwater Robotics Simulator and Synthetic Data-Generation Framework.” In <i>2023 21st International Conference on Advanced Robotics (ICAR)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/icar58858.2023.10406819\">https://doi.org/10.1109/icar58858.2023.10406819</a>."},"date_created":"2024-04-30T10:25:20Z","type":"conference","department":[{"_id":"57"}],"status":"public","title":"UNav-Sim: A Visually Realistic Underwater Robotics Simulator and Synthetic Data-Generation Framework","year":"2024","author":[{"full_name":"Amer, Abdelhakim","last_name":"Amer","first_name":"Abdelhakim"},{"last_name":"Álvarez-Tuñón","first_name":"Olaya","full_name":"Álvarez-Tuñón, Olaya"},{"last_name":"Uğurlu","first_name":"Halil İbrahim","full_name":"Uğurlu, Halil İbrahim"},{"first_name":"Jonas","last_name":"Le Fevre Sejersen","full_name":"Le Fevre Sejersen, Jonas"},{"full_name":"Brodskiy, Yury","first_name":"Yury","last_name":"Brodskiy"},{"full_name":"Kayacan, Erdal","first_name":"Erdal","last_name":"Kayacan","id":"98838"}],"publication_status":"published","date_updated":"2024-05-06T12:50:16Z","_id":"53796","publisher":"IEEE","language":[{"iso":"eng"}],"user_id":"78813","doi":"10.1109/icar58858.2023.10406819"},{"date_created":"2024-02-06T21:00:55Z","external_id":{"arxiv":["2304.09573"]},"department":[{"_id":"10"},{"_id":"623"},{"_id":"548"}],"type":"journal_article","citation":{"ieee":"T. Weich and L. L. Wolf, “Temperedness of locally symmetric spaces: The product case,” <i>Geom Dedicata</i>, vol. 218, Art. no. 76, 2024, doi: <a href=\"https://doi.org/10.1007/s10711-024-00904-4\">https://doi.org/10.1007/s10711-024-00904-4</a>.","apa":"Weich, T., &#38; Wolf, L. L. (2024). Temperedness of locally symmetric spaces: The product case. <i>Geom Dedicata</i>, <i>218</i>, Article 76. <a href=\"https://doi.org/10.1007/s10711-024-00904-4\">https://doi.org/10.1007/s10711-024-00904-4</a>","short":"T. Weich, L.L. Wolf, Geom Dedicata 218 (2024).","chicago":"Weich, Tobias, and Lasse Lennart Wolf. “Temperedness of Locally Symmetric Spaces: The Product Case.” <i>Geom Dedicata</i> 218 (2024). <a href=\"https://doi.org/10.1007/s10711-024-00904-4\">https://doi.org/10.1007/s10711-024-00904-4</a>.","mla":"Weich, Tobias, and Lasse Lennart Wolf. “Temperedness of Locally Symmetric Spaces: The Product Case.” <i>Geom Dedicata</i>, vol. 218, 76, 2024, doi:<a href=\"https://doi.org/10.1007/s10711-024-00904-4\">https://doi.org/10.1007/s10711-024-00904-4</a>.","bibtex":"@article{Weich_Wolf_2024, title={Temperedness of locally symmetric spaces: The product case}, volume={218}, DOI={<a href=\"https://doi.org/10.1007/s10711-024-00904-4\">https://doi.org/10.1007/s10711-024-00904-4</a>}, number={76}, journal={Geom Dedicata}, author={Weich, Tobias and Wolf, Lasse Lennart}, year={2024} }","ama":"Weich T, Wolf LL. Temperedness of locally symmetric spaces: The product case. <i>Geom Dedicata</i>. 2024;218. doi:<a href=\"https://doi.org/10.1007/s10711-024-00904-4\">https://doi.org/10.1007/s10711-024-00904-4</a>"},"publication":"Geom Dedicata","abstract":[{"lang":"eng","text":"Let $X=X_1\\times X_2$ be a product of two rank one symmetric spaces of\r\nnon-compact type and $\\Gamma$ a torsion-free discrete subgroup in $G_1\\times\r\nG_2$. We show that the spectrum of $\\Gamma \\backslash X$ is related to the\r\nasymptotic growth of $\\Gamma$ in the two direction defined by the two factors.\r\nWe obtain that $L^2(\\Gamma \\backslash G)$ is tempered for large class of\r\n$\\Gamma$."}],"language":[{"iso":"eng"}],"_id":"51207","article_number":"76","volume":218,"user_id":"45027","doi":"https://doi.org/10.1007/s10711-024-00904-4","author":[{"first_name":"Tobias","orcid":"0000-0002-9648-6919","last_name":"Weich","full_name":"Weich, Tobias","id":"49178"},{"id":"45027","last_name":"Wolf","orcid":"0000-0001-8893-2045","first_name":"Lasse Lennart","full_name":"Wolf, Lasse Lennart"}],"year":"2024","status":"public","title":"Temperedness of locally symmetric spaces: The product case","intvolume":"       218","date_updated":"2024-05-07T11:44:34Z"},{"intvolume":"         7","date_updated":"2024-05-08T08:42:20Z","author":[{"id":"60267","full_name":"Häsel-Weide, Uta","last_name":"Häsel-Weide","first_name":"Uta"},{"full_name":"Graf, Lara Marie","first_name":"Lara Marie","last_name":"Graf","id":"89837"},{"last_name":"Höveler","first_name":"K.","full_name":"Höveler, K."},{"first_name":"M.","last_name":"Nührenbörger","full_name":"Nührenbörger, M."}],"year":"2024","title":"Fachbezogene Professionalisierung von fachfremd Mathematik unterrichtenden Lehrkräften: Retrospektive Selbsteinschätzungen zur Expertise im Umgang mit Schwierigkeiten beim Mathematiklernen im Anfangsunterricht der Grundschule","status":"public","volume":7,"doi":"10.11576/hlz-6727","user_id":"44184","_id":"54078","language":[{"iso":"eng"}],"citation":{"bibtex":"@article{Häsel-Weide_Graf_Höveler_Nührenbörger_2024, title={Fachbezogene Professionalisierung von fachfremd Mathematik unterrichtenden Lehrkräften: Retrospektive Selbsteinschätzungen zur Expertise im Umgang mit Schwierigkeiten beim Mathematiklernen im Anfangsunterricht der Grundschule}, volume={7}, DOI={<a href=\"https://doi.org/10.11576/hlz-6727\">10.11576/hlz-6727</a>}, number={1}, journal={HLZ – Herausforderung Lehrer*innenbildung}, author={Häsel-Weide, Uta and Graf, Lara Marie and Höveler, K. and Nührenbörger, M.}, year={2024} }","chicago":"Häsel-Weide, Uta, Lara Marie Graf, K. Höveler, and M. Nührenbörger. “Fachbezogene Professionalisierung von Fachfremd Mathematik Unterrichtenden Lehrkräften: Retrospektive Selbsteinschätzungen Zur Expertise Im Umgang Mit Schwierigkeiten Beim Mathematiklernen Im Anfangsunterricht Der Grundschule.” <i>HLZ – Herausforderung Lehrer*innenbildung</i> 7, no. 1 (2024). <a href=\"https://doi.org/10.11576/hlz-6727\">https://doi.org/10.11576/hlz-6727</a>.","short":"U. Häsel-Weide, L.M. Graf, K. Höveler, M. Nührenbörger, HLZ – Herausforderung Lehrer*innenbildung 7 (2024).","ama":"Häsel-Weide U, Graf LM, Höveler K, Nührenbörger M. Fachbezogene Professionalisierung von fachfremd Mathematik unterrichtenden Lehrkräften: Retrospektive Selbsteinschätzungen zur Expertise im Umgang mit Schwierigkeiten beim Mathematiklernen im Anfangsunterricht der Grundschule. <i>HLZ – Herausforderung Lehrer*innenbildung</i>. 2024;7(1). doi:<a href=\"https://doi.org/10.11576/hlz-6727\">10.11576/hlz-6727</a>","ieee":"U. Häsel-Weide, L. M. Graf, K. Höveler, and M. Nührenbörger, “Fachbezogene Professionalisierung von fachfremd Mathematik unterrichtenden Lehrkräften: Retrospektive Selbsteinschätzungen zur Expertise im Umgang mit Schwierigkeiten beim Mathematiklernen im Anfangsunterricht der Grundschule,” <i>HLZ – Herausforderung Lehrer*innenbildung</i>, vol. 7, no. 1, 2024, doi: <a href=\"https://doi.org/10.11576/hlz-6727\">10.11576/hlz-6727</a>.","mla":"Häsel-Weide, Uta, et al. “Fachbezogene Professionalisierung von Fachfremd Mathematik Unterrichtenden Lehrkräften: Retrospektive Selbsteinschätzungen Zur Expertise Im Umgang Mit Schwierigkeiten Beim Mathematiklernen Im Anfangsunterricht Der Grundschule.” <i>HLZ – Herausforderung Lehrer*innenbildung</i>, vol. 7, no. 1, 2024, doi:<a href=\"https://doi.org/10.11576/hlz-6727\">10.11576/hlz-6727</a>.","apa":"Häsel-Weide, U., Graf, L. M., Höveler, K., &#38; Nührenbörger, M. (2024). Fachbezogene Professionalisierung von fachfremd Mathematik unterrichtenden Lehrkräften: Retrospektive Selbsteinschätzungen zur Expertise im Umgang mit Schwierigkeiten beim Mathematiklernen im Anfangsunterricht der Grundschule. <i>HLZ – Herausforderung Lehrer*innenbildung</i>, <i>7</i>(1). <a href=\"https://doi.org/10.11576/hlz-6727\">https://doi.org/10.11576/hlz-6727</a>"},"issue":"1","publication":"HLZ – Herausforderung Lehrer*innenbildung","department":[{"_id":"543"}],"type":"journal_article","date_created":"2024-05-08T08:40:45Z"},{"publication_identifier":{"issn":["1863-9690","1863-9704"]},"author":[{"full_name":"Lankeit, Elisa","last_name":"Lankeit","first_name":"Elisa"},{"full_name":"Biehler, Rolf","last_name":"Biehler","first_name":"Rolf","id":"16274"}],"status":"public","year":"2024","title":"The meaning landscape of the concept of the total derivative in multivariable real analysis textbooks: an analysis based on a new model of meaning","publication_status":"published","date_updated":"2024-05-10T07:49:19Z","publisher":"Springer Science and Business Media LLC","_id":"54144","language":[{"iso":"eng"}],"user_id":"37888","doi":"10.1007/s11858-024-01584-w","citation":{"mla":"Lankeit, Elisa, and Rolf Biehler. “The Meaning Landscape of the Concept of the Total Derivative in Multivariable Real Analysis Textbooks: An Analysis Based on a New Model of Meaning.” <i>ZDM – Mathematics Education</i>, Springer Science and Business Media LLC, 2024, doi:<a href=\"https://doi.org/10.1007/s11858-024-01584-w\">10.1007/s11858-024-01584-w</a>.","ama":"Lankeit E, Biehler R. The meaning landscape of the concept of the total derivative in multivariable real analysis textbooks: an analysis based on a new model of meaning. <i>ZDM – Mathematics Education</i>. Published online 2024. doi:<a href=\"https://doi.org/10.1007/s11858-024-01584-w\">10.1007/s11858-024-01584-w</a>","bibtex":"@article{Lankeit_Biehler_2024, title={The meaning landscape of the concept of the total derivative in multivariable real analysis textbooks: an analysis based on a new model of meaning}, DOI={<a href=\"https://doi.org/10.1007/s11858-024-01584-w\">10.1007/s11858-024-01584-w</a>}, journal={ZDM – Mathematics Education}, publisher={Springer Science and Business Media LLC}, author={Lankeit, Elisa and Biehler, Rolf}, year={2024} }","apa":"Lankeit, E., &#38; Biehler, R. (2024). The meaning landscape of the concept of the total derivative in multivariable real analysis textbooks: an analysis based on a new model of meaning. <i>ZDM – Mathematics Education</i>. <a href=\"https://doi.org/10.1007/s11858-024-01584-w\">https://doi.org/10.1007/s11858-024-01584-w</a>","ieee":"E. Lankeit and R. Biehler, “The meaning landscape of the concept of the total derivative in multivariable real analysis textbooks: an analysis based on a new model of meaning,” <i>ZDM – Mathematics Education</i>, 2024, doi: <a href=\"https://doi.org/10.1007/s11858-024-01584-w\">10.1007/s11858-024-01584-w</a>.","short":"E. Lankeit, R. Biehler, ZDM – Mathematics Education (2024).","chicago":"Lankeit, Elisa, and Rolf Biehler. “The Meaning Landscape of the Concept of the Total Derivative in Multivariable Real Analysis Textbooks: An Analysis Based on a New Model of Meaning.” <i>ZDM – Mathematics Education</i>, 2024. <a href=\"https://doi.org/10.1007/s11858-024-01584-w\">https://doi.org/10.1007/s11858-024-01584-w</a>."},"publication":"ZDM – Mathematics Education","abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title><jats:p>In this paper, we propose a novel conceptual framework tailored for modeling the meaning of mathematical concepts in university-level mathematics, addressing their rigorous nature and their relationships with related concepts as well as interpretations in various contexts. Within this framework, we present a model of meaning for the concepts of total differentiability and total derivative that provides a variety of possible interpretations and aspects. We then use the proposed model of meaning as a tool for analyzing three different textbooks for mathematics majors on the topic of multidimensional differentiability. ﻿Our paper is an example of a subject matter analysis of a topic in university mathematics carried out in a structured way. The model of meaning for total differentiability presented in this paper could inspire course design and analysis including the design of assignments and assessments for students. Moreover, it could serve as a valuable research tool for further analyses. For example, it could be used as a framework for analyzing courses taught or as a basis for developing a test instrument to assess students’ understanding. With our textbook analysis, we begin to examine the landscape of textbooks regarding differentiability concepts in the multidimensional case, shedding light on the diversity of meaning facets that are covered in the textbooks. These results could be useful for guiding instructors and learners in selecting and using textbooks for teaching and learning based on their respective needs.</jats:p>"}],"date_created":"2024-05-10T07:48:10Z","department":[{"_id":"363"}],"type":"journal_article"},{"language":[{"iso":"eng"}],"_id":"54283","publisher":"Springer Berlin Heidelberg","doi":"10.1007/978-3-662-68116-9","user_id":"15782","alternative_title":["Strategien, Methoden, Umsetzungsbeispiele"],"editor":[{"full_name":"Beverungen, Daniel","first_name":"Daniel","last_name":"Beverungen"},{"id":"16190","last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"},{"full_name":"Kühn, Arno","last_name":"Kühn","first_name":"Arno"},{"last_name":"Plass","first_name":"Christoph","full_name":"Plass, Christoph"}],"year":"2024","title":"Digitale Plattformen im industriellen Mittelstand","status":"public","publication_identifier":{"isbn":["9783662681152","9783662681169"],"issn":["2523-3637","2523-3645"]},"date_updated":"2024-05-14T10:00:52Z","publication_status":"published","place":"Berlin, Heidelberg","date_created":"2024-05-14T10:00:13Z","type":"book_editor","department":[{"_id":"563"}],"citation":{"ieee":"D. Beverungen, R. Dumitrescu, A. Kühn, and C. Plass, Eds., <i>Digitale Plattformen im industriellen Mittelstand</i>. Berlin, Heidelberg: Springer Berlin Heidelberg, 2024.","apa":"Beverungen, D., Dumitrescu, R., Kühn, A., &#38; Plass, C. (Eds.). (2024). <i>Digitale Plattformen im industriellen Mittelstand</i>. Springer Berlin Heidelberg. <a href=\"https://doi.org/10.1007/978-3-662-68116-9\">https://doi.org/10.1007/978-3-662-68116-9</a>","short":"D. Beverungen, R. Dumitrescu, A. Kühn, C. Plass, eds., Digitale Plattformen Im Industriellen Mittelstand, Springer Berlin Heidelberg, Berlin, Heidelberg, 2024.","chicago":"Beverungen, Daniel, Roman Dumitrescu, Arno Kühn, and Christoph Plass, eds. <i>Digitale Plattformen Im Industriellen Mittelstand</i>. Berlin, Heidelberg: Springer Berlin Heidelberg, 2024. <a href=\"https://doi.org/10.1007/978-3-662-68116-9\">https://doi.org/10.1007/978-3-662-68116-9</a>.","mla":"Beverungen, Daniel, et al., editors. <i>Digitale Plattformen Im Industriellen Mittelstand</i>. Springer Berlin Heidelberg, 2024, doi:<a href=\"https://doi.org/10.1007/978-3-662-68116-9\">10.1007/978-3-662-68116-9</a>.","bibtex":"@book{Beverungen_Dumitrescu_Kühn_Plass_2024, place={Berlin, Heidelberg}, title={Digitale Plattformen im industriellen Mittelstand}, DOI={<a href=\"https://doi.org/10.1007/978-3-662-68116-9\">10.1007/978-3-662-68116-9</a>}, publisher={Springer Berlin Heidelberg}, year={2024} }","ama":"Beverungen D, Dumitrescu R, Kühn A, Plass C, eds. <i>Digitale Plattformen Im Industriellen Mittelstand</i>. Springer Berlin Heidelberg; 2024. doi:<a href=\"https://doi.org/10.1007/978-3-662-68116-9\">10.1007/978-3-662-68116-9</a>"}},{"publication":"IEEE Access","citation":{"ieee":"C. Kress, T. Schwabe, H. Rhee, and J. C. Scheytt, “Compact, High-Speed Mach-Zehnder Modulator with On-Chip Linear Drivers in Photonic BiCMOS Technology,” <i>IEEE Access</i>, pp. 1–1, 2024, doi: <a href=\"https://doi.org/10.1109/access.2024.3396877\">10.1109/access.2024.3396877</a>.","apa":"Kress, C., Schwabe, T., Rhee, H., &#38; Scheytt, J. C. (2024). Compact, High-Speed Mach-Zehnder Modulator with On-Chip Linear Drivers in Photonic BiCMOS Technology. <i>IEEE Access</i>, 1–1. <a href=\"https://doi.org/10.1109/access.2024.3396877\">https://doi.org/10.1109/access.2024.3396877</a>","chicago":"Kress, Christian, Tobias Schwabe, Hanjo Rhee, and J. Christoph Scheytt. “Compact, High-Speed Mach-Zehnder Modulator with On-Chip Linear Drivers in Photonic BiCMOS Technology.” <i>IEEE Access</i>, 2024, 1–1. <a href=\"https://doi.org/10.1109/access.2024.3396877\">https://doi.org/10.1109/access.2024.3396877</a>.","short":"C. Kress, T. Schwabe, H. Rhee, J.C. Scheytt, IEEE Access (2024) 1–1.","mla":"Kress, Christian, et al. “Compact, High-Speed Mach-Zehnder Modulator with On-Chip Linear Drivers in Photonic BiCMOS Technology.” <i>IEEE Access</i>, Institute of Electrical and Electronics Engineers (IEEE), 2024, pp. 1–1, doi:<a href=\"https://doi.org/10.1109/access.2024.3396877\">10.1109/access.2024.3396877</a>.","bibtex":"@article{Kress_Schwabe_Rhee_Scheytt_2024, title={Compact, High-Speed Mach-Zehnder Modulator with On-Chip Linear Drivers in Photonic BiCMOS Technology}, DOI={<a href=\"https://doi.org/10.1109/access.2024.3396877\">10.1109/access.2024.3396877</a>}, journal={IEEE Access}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Kress, Christian and Schwabe, Tobias and Rhee, Hanjo and Scheytt, J. Christoph}, year={2024}, pages={1–1} }","ama":"Kress C, Schwabe T, Rhee H, Scheytt JC. Compact, High-Speed Mach-Zehnder Modulator with On-Chip Linear Drivers in Photonic BiCMOS Technology. <i>IEEE Access</i>. Published online 2024:1-1. doi:<a href=\"https://doi.org/10.1109/access.2024.3396877\">10.1109/access.2024.3396877</a>"},"project":[{"name":"PONyDAC: SPP 2111 - PONyDAC II - Präziser Optischer Nyquist-Puls-Synthesizer DAC","grant_number":"403154102","_id":"302"},{"name":"NyPhE: NyPhE - Nyquist Silicon Photonics Engine","grant_number":"13N14882","_id":"299"}],"date_created":"2024-05-07T06:13:26Z","type":"journal_article","department":[{"_id":"58"},{"_id":"623"}],"title":"Compact, High-Speed Mach-Zehnder Modulator with On-Chip Linear Drivers in Photonic BiCMOS Technology","year":"2024","status":"public","author":[{"id":"13256","full_name":"Kress, Christian","last_name":"Kress","first_name":"Christian"},{"full_name":"Schwabe, Tobias","first_name":"Tobias","last_name":"Schwabe","id":"39217"},{"full_name":"Rhee, Hanjo","first_name":"Hanjo","last_name":"Rhee"},{"id":"37144","first_name":"J. Christoph","last_name":"Scheytt","orcid":"0000-0002-5950-6618 ","full_name":"Scheytt, J. Christoph"}],"publication_identifier":{"issn":["2169-3536"]},"date_updated":"2024-05-17T07:56:35Z","publication_status":"published","page":"1-1","language":[{"iso":"eng"}],"_id":"54017","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","doi":"10.1109/access.2024.3396877","user_id":"13256"},{"publication_status":"inpress","date_updated":"2024-05-19T14:16:19Z","author":[{"full_name":"Urbaneck, Daniel","last_name":"Urbaneck","first_name":"Daniel","id":"60223"},{"full_name":"Wiegard, Jan","first_name":"Jan","last_name":"Wiegard"},{"full_name":"Schafmeister, Frank","first_name":"Frank","last_name":"Schafmeister","id":"71291"}],"conference":{"location":"Nuremberg"},"status":"public","year":"2024","title":"Analysis of Inverter Operation Modes of an IGBT-Based ZCS LLC Converter for a 2 kW Automotive On-Board DC-DC","user_id":"71291","_id":"54355","language":[{"iso":"eng"}],"citation":{"chicago":"Urbaneck, Daniel, Jan Wiegard, and Frank Schafmeister. “Analysis of Inverter Operation Modes of an IGBT-Based ZCS LLC Converter for a 2 KW Automotive On-Board DC-DC.” In <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>. Nuremberg, n.d.","short":"D. Urbaneck, J. Wiegard, F. Schafmeister, in: PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management, Nuremberg, n.d.","ieee":"D. Urbaneck, J. Wiegard, and F. Schafmeister, “Analysis of Inverter Operation Modes of an IGBT-Based ZCS LLC Converter for a 2 kW Automotive On-Board DC-DC,” Nuremberg.","apa":"Urbaneck, D., Wiegard, J., &#38; Schafmeister, F. (n.d.). Analysis of Inverter Operation Modes of an IGBT-Based ZCS LLC Converter for a 2 kW Automotive On-Board DC-DC. <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>.","bibtex":"@inproceedings{Urbaneck_Wiegard_Schafmeister, place={Nuremberg}, title={Analysis of Inverter Operation Modes of an IGBT-Based ZCS LLC Converter for a 2 kW Automotive On-Board DC-DC}, booktitle={PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management}, author={Urbaneck, Daniel and Wiegard, Jan and Schafmeister, Frank} }","ama":"Urbaneck D, Wiegard J, Schafmeister F. Analysis of Inverter Operation Modes of an IGBT-Based ZCS LLC Converter for a 2 kW Automotive On-Board DC-DC. In: <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>.","mla":"Urbaneck, Daniel, et al. “Analysis of Inverter Operation Modes of an IGBT-Based ZCS LLC Converter for a 2 KW Automotive On-Board DC-DC.” <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>."},"publication":"PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management","department":[{"_id":"52"}],"type":"conference","date_created":"2024-05-19T14:14:56Z","place":"Nuremberg"},{"citation":{"mla":"Piepenbrock, Till, et al. “Study on Sample Geometries for Ferrite Characterisation in the MHz-Range.” <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>.","apa":"Piepenbrock, T., Keuck, L., Schachten, S., Böcker, J., &#38; Schafmeister, F. (n.d.). Study on Sample Geometries for Ferrite Characterisation in the MHz-Range. <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>.","ieee":"T. Piepenbrock, L. Keuck, S. Schachten, J. Böcker, and F. Schafmeister, “Study on Sample Geometries for Ferrite Characterisation in the MHz-Range,” Nuremberg.","chicago":"Piepenbrock, Till, Lukas  Keuck, Sebastian  Schachten, Joachim Böcker, and Frank Schafmeister. “Study on Sample Geometries for Ferrite Characterisation in the MHz-Range.” In <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>. Nuremberg, n.d.","short":"T. Piepenbrock, L. Keuck, S. Schachten, J. Böcker, F. Schafmeister, in: PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management, Nuremberg, n.d.","ama":"Piepenbrock T, Keuck L, Schachten S, Böcker J, Schafmeister F. Study on Sample Geometries for Ferrite Characterisation in the MHz-Range. In: <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>.","bibtex":"@inproceedings{Piepenbrock_Keuck_Schachten_Böcker_Schafmeister, place={Nuremberg}, title={Study on Sample Geometries for Ferrite Characterisation in the MHz-Range}, booktitle={PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management}, author={Piepenbrock, Till and Keuck, Lukas  and Schachten, Sebastian  and Böcker, Joachim and Schafmeister, Frank} }"},"publication":"PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management","date_created":"2024-05-19T14:00:13Z","place":"Nuremberg","department":[{"_id":"52"}],"type":"conference","author":[{"first_name":"Till","last_name":"Piepenbrock","full_name":"Piepenbrock, Till"},{"full_name":"Keuck, Lukas ","first_name":"Lukas ","last_name":"Keuck"},{"last_name":"Schachten","first_name":"Sebastian ","full_name":"Schachten, Sebastian "},{"id":"66","orcid":"0000-0002-8480-7295","last_name":"Böcker","first_name":"Joachim","full_name":"Böcker, Joachim"},{"id":"71291","full_name":"Schafmeister, Frank","last_name":"Schafmeister","first_name":"Frank"}],"conference":{"location":"Nuremberg"},"year":"2024","title":"Study on Sample Geometries for Ferrite Characterisation in the MHz-Range","status":"public","publication_status":"inpress","date_updated":"2024-05-19T14:05:02Z","language":[{"iso":"eng"}],"_id":"54353","user_id":"71291"},{"conference":{"location":"Nuremberg"},"author":[{"id":"83383","first_name":"Nikolas","last_name":"Förster","full_name":"Förster, Nikolas"},{"id":"60223","full_name":"Urbaneck, Daniel","first_name":"Daniel","last_name":"Urbaneck"},{"last_name":"Kohlhepp","first_name":"Benedikt","full_name":"Kohlhepp, Benedikt"},{"full_name":"Kübrich, Daniel","last_name":"Kübrich","first_name":"Daniel"},{"id":"71291","first_name":"Frank","last_name":"Schafmeister","full_name":"Schafmeister, Frank"}],"status":"public","title":"Pitfalls and their Avoidability in the Double-Pulse Test","year":"2024","date_updated":"2024-05-19T14:11:20Z","publication_status":"inpress","_id":"54354","language":[{"iso":"eng"}],"user_id":"71291","citation":{"bibtex":"@inproceedings{Förster_Urbaneck_Kohlhepp_Kübrich_Schafmeister, place={Nuremberg}, title={Pitfalls and their Avoidability in the Double-Pulse Test}, booktitle={PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management}, author={Förster, Nikolas and Urbaneck, Daniel and Kohlhepp, Benedikt and Kübrich, Daniel and Schafmeister, Frank} }","ama":"Förster N, Urbaneck D, Kohlhepp B, Kübrich D, Schafmeister F. Pitfalls and their Avoidability in the Double-Pulse Test. In: <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>.","mla":"Förster, Nikolas, et al. “Pitfalls and Their Avoidability in the Double-Pulse Test.” <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>.","short":"N. Förster, D. Urbaneck, B. Kohlhepp, D. Kübrich, F. Schafmeister, in: PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management, Nuremberg, n.d.","chicago":"Förster, Nikolas, Daniel Urbaneck, Benedikt Kohlhepp, Daniel Kübrich, and Frank Schafmeister. “Pitfalls and Their Avoidability in the Double-Pulse Test.” In <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>. Nuremberg, n.d.","ieee":"N. Förster, D. Urbaneck, B. Kohlhepp, D. Kübrich, and F. Schafmeister, “Pitfalls and their Avoidability in the Double-Pulse Test,” Nuremberg.","apa":"Förster, N., Urbaneck, D., Kohlhepp, B., Kübrich, D., &#38; Schafmeister, F. (n.d.). Pitfalls and their Avoidability in the Double-Pulse Test. <i>PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management</i>."},"publication":"PCIM Europe 2024; IEEE International Exhibition and Conference for Power Electronics, Intelligent Motion, Renewable Energy and Energy Management","place":"Nuremberg","date_created":"2024-05-19T14:10:49Z","department":[{"_id":"52"}],"type":"conference"},{"publication":"Applied Cryptography and Network Security","citation":{"chicago":"Heitmann, Nico, Hendrik Siewert, Sven Moog, and Juraj Somorovsky. “Security Analysis of BigBlueButton and EduMEET.” In <i>Applied Cryptography and Network Security</i>. Cham: Springer Nature Switzerland, 2024. <a href=\"https://doi.org/10.1007/978-3-031-54776-8_8\">https://doi.org/10.1007/978-3-031-54776-8_8</a>.","short":"N. Heitmann, H. Siewert, S. Moog, J. Somorovsky, in: Applied Cryptography and Network Security, Springer Nature Switzerland, Cham, 2024.","apa":"Heitmann, N., Siewert, H., Moog, S., &#38; Somorovsky, J. (2024). Security Analysis of BigBlueButton and eduMEET. <i>Applied Cryptography and Network Security</i>. <a href=\"https://doi.org/10.1007/978-3-031-54776-8_8\">https://doi.org/10.1007/978-3-031-54776-8_8</a>","ieee":"N. Heitmann, H. Siewert, S. Moog, and J. Somorovsky, “Security Analysis of BigBlueButton and eduMEET,” Abu Dhabi, 2024, doi: <a href=\"https://doi.org/10.1007/978-3-031-54776-8_8\">10.1007/978-3-031-54776-8_8</a>.","ama":"Heitmann N, Siewert H, Moog S, Somorovsky J. Security Analysis of BigBlueButton and eduMEET. In: <i>Applied Cryptography and Network Security</i>. Springer Nature Switzerland; 2024. doi:<a href=\"https://doi.org/10.1007/978-3-031-54776-8_8\">10.1007/978-3-031-54776-8_8</a>","bibtex":"@inproceedings{Heitmann_Siewert_Moog_Somorovsky_2024, place={Cham}, title={Security Analysis of BigBlueButton and eduMEET}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-54776-8_8\">10.1007/978-3-031-54776-8_8</a>}, booktitle={Applied Cryptography and Network Security}, publisher={Springer Nature Switzerland}, author={Heitmann, Nico and Siewert, Hendrik and Moog, Sven and Somorovsky, Juraj}, year={2024} }","mla":"Heitmann, Nico, et al. “Security Analysis of BigBlueButton and EduMEET.” <i>Applied Cryptography and Network Security</i>, Springer Nature Switzerland, 2024, doi:<a href=\"https://doi.org/10.1007/978-3-031-54776-8_8\">10.1007/978-3-031-54776-8_8</a>."},"abstract":[{"text":"Video conferencing systems have become an indispensable part of our world. Using video conferencing systems implies the expectation that online meetings run as smoothly as in-person meetings. Thus, online meetings need to be just as secure and private as in-person meetings, which are secured against disruptive factors and unauthorized persons by physical access control mechanisms.\r\n\r\nTo show the security dangers of conferencing systems and raise general awareness when using these technologies, we analyze the security of two widely used research and education open-source video conferencing systems: BigBlueButton and eduMEET. Because both systems are very different, we analyzed their architectures, considering the respective components with their main tasks, features, and user roles. In the following systematic security analyses, we found 50 vulnerabilities. These include broken access control, NoSQL injection, and denial of service (DoS). The vulnerabilities have root causes of different natures. While BigBlueButton has a lot of complexity due to many components, eduMEET, which is relatively young, focuses more on features than security. The sheer amount of results and the lack of prior work indicate a research gap that needs to be closed since video conferencing systems continue to play a significant role in research, education, and everyday life.","lang":"eng"}],"place":"Cham","date_created":"2024-05-23T11:15:39Z","type":"conference","department":[{"_id":"632"}],"status":"public","year":"2024","title":"Security Analysis of BigBlueButton and eduMEET","conference":{"start_date":"2024-03-05","location":"Abu Dhabi","end_date":"2024-03-08"},"author":[{"last_name":"Heitmann","first_name":"Nico","full_name":"Heitmann, Nico","id":"74619"},{"full_name":"Siewert, Hendrik","last_name":"Siewert","first_name":"Hendrik"},{"first_name":"Sven","last_name":"Moog","full_name":"Moog, Sven"},{"orcid":"0000-0002-3593-7720","first_name":"Juraj","last_name":"Somorovsky","full_name":"Somorovsky, Juraj","id":"83504"}],"date_updated":"2024-05-23T11:20:29Z","publication_status":"published","main_file_link":[{"url":"https://link.springer.com/content/pdf/10.1007/978-3-031-54776-8_8.pdf"}],"publisher":"Springer Nature Switzerland","_id":"54437","language":[{"iso":"eng"}],"doi":"10.1007/978-3-031-54776-8_8","user_id":"74619"},{"main_file_link":[{"open_access":"1","url":"https://dl.acm.org/doi/abs/10.1145/3589335.3651978"}],"publisher":"ACM","_id":"54449","language":[{"iso":"eng"}],"doi":"10.1145/3589335.3651978","user_id":"11871","status":"public","title":"Universal Knowledge Graph Embeddings","year":"2024","conference":{"end_date":"2024-05-17","location":"Singapore","start_date":"2024-05-13","name":"Companion Proceedings of the ACM on Web Conference 2024"},"author":[{"last_name":"KOUAGOU","first_name":"N'Dah Jean","full_name":"KOUAGOU, N'Dah Jean","id":"87189"},{"first_name":"Caglar","last_name":"Demir","full_name":"Demir, Caglar","id":"43817"},{"full_name":"Zahera, Hamada Mohamed Abdelsamee","last_name":"Zahera","orcid":"0000-0003-0215-1278","first_name":"Hamada Mohamed Abdelsamee","id":"72768"},{"id":"9101","full_name":"Wilke, Adrian","orcid":"0000-0002-6575-807X","first_name":"Adrian","last_name":"Wilke"},{"full_name":"Heindorf, Stefan","orcid":"0000-0002-4525-6865","first_name":"Stefan","last_name":"Heindorf","id":"11871"},{"full_name":"Li, Jiayi","last_name":"Li","first_name":"Jiayi"},{"full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille","id":"65716"}],"date_updated":"2024-05-26T19:06:10Z","publication_status":"published","date_created":"2024-05-26T18:52:47Z","type":"conference","oa":"1","department":[{"_id":"760"},{"_id":"574"}],"publication":"Companion Proceedings of the ACM on Web Conference 2024","citation":{"mla":"KOUAGOU, N’Dah Jean, et al. “Universal Knowledge Graph Embeddings.” <i>Companion Proceedings of the ACM on Web Conference 2024</i>, ACM, 2024, doi:<a href=\"https://doi.org/10.1145/3589335.3651978\">10.1145/3589335.3651978</a>.","bibtex":"@inproceedings{KOUAGOU_Demir_Zahera_Wilke_Heindorf_Li_Ngonga Ngomo_2024, title={Universal Knowledge Graph Embeddings}, DOI={<a href=\"https://doi.org/10.1145/3589335.3651978\">10.1145/3589335.3651978</a>}, booktitle={Companion Proceedings of the ACM on Web Conference 2024}, publisher={ACM}, author={KOUAGOU, N’Dah Jean and Demir, Caglar and Zahera, Hamada Mohamed Abdelsamee and Wilke, Adrian and Heindorf, Stefan and Li, Jiayi and Ngonga Ngomo, Axel-Cyrille}, year={2024} }","ama":"KOUAGOU NJ, Demir C, Zahera HMA, et al. Universal Knowledge Graph Embeddings. In: <i>Companion Proceedings of the ACM on Web Conference 2024</i>. ACM; 2024. doi:<a href=\"https://doi.org/10.1145/3589335.3651978\">10.1145/3589335.3651978</a>","ieee":"N. J. KOUAGOU <i>et al.</i>, “Universal Knowledge Graph Embeddings,” presented at the Companion Proceedings of the ACM on Web Conference 2024, Singapore, 2024, doi: <a href=\"https://doi.org/10.1145/3589335.3651978\">10.1145/3589335.3651978</a>.","apa":"KOUAGOU, N. J., Demir, C., Zahera, H. M. A., Wilke, A., Heindorf, S., Li, J., &#38; Ngonga Ngomo, A.-C. (2024). Universal Knowledge Graph Embeddings. <i>Companion Proceedings of the ACM on Web Conference 2024</i>. Companion Proceedings of the ACM on Web Conference 2024, Singapore. <a href=\"https://doi.org/10.1145/3589335.3651978\">https://doi.org/10.1145/3589335.3651978</a>","short":"N.J. KOUAGOU, C. Demir, H.M.A. Zahera, A. Wilke, S. Heindorf, J. Li, A.-C. Ngonga Ngomo, in: Companion Proceedings of the ACM on Web Conference 2024, ACM, 2024.","chicago":"KOUAGOU, N’Dah Jean, Caglar Demir, Hamada Mohamed Abdelsamee Zahera, Adrian Wilke, Stefan Heindorf, Jiayi Li, and Axel-Cyrille Ngonga Ngomo. “Universal Knowledge Graph Embeddings.” In <i>Companion Proceedings of the ACM on Web Conference 2024</i>. ACM, 2024. <a href=\"https://doi.org/10.1145/3589335.3651978\">https://doi.org/10.1145/3589335.3651978</a>."}},{"main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2405.12654"}],"language":[{"iso":"eng"}],"_id":"54448","user_id":"11871","status":"public","year":"2024","title":"Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks","author":[{"full_name":"Köhler, Dominik","first_name":"Dominik","last_name":"Köhler"},{"id":"11871","first_name":"Stefan","orcid":"0000-0002-4525-6865","last_name":"Heindorf","full_name":"Heindorf, Stefan"}],"date_updated":"2024-05-26T19:04:55Z","external_id":{"arxiv":["2405.12654"]},"date_created":"2024-05-26T18:49:59Z","type":"preprint","oa":"1","department":[{"_id":"760"}],"publication":"arXiv:2405.12654","citation":{"chicago":"Köhler, Dominik, and Stefan Heindorf. “Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks.” <i>ArXiv:2405.12654</i>, 2024.","short":"D. Köhler, S. Heindorf, ArXiv:2405.12654 (2024).","ieee":"D. Köhler and S. Heindorf, “Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks,” <i>arXiv:2405.12654</i>. 2024.","apa":"Köhler, D., &#38; Heindorf, S. (2024). Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks. In <i>arXiv:2405.12654</i>.","bibtex":"@article{Köhler_Heindorf_2024, title={Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks}, journal={arXiv:2405.12654}, author={Köhler, Dominik and Heindorf, Stefan}, year={2024} }","ama":"Köhler D, Heindorf S. Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks. <i>arXiv:240512654</i>. Published online 2024.","mla":"Köhler, Dominik, and Stefan Heindorf. “Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks.” <i>ArXiv:2405.12654</i>, 2024."},"abstract":[{"text":"Graph Neural Networks (GNNs) are effective for node classification in\r\ngraph-structured data, but they lack explainability, especially at the global\r\nlevel. Current research mainly utilizes subgraphs of the input as local\r\nexplanations or generates new graphs as global explanations. However, these\r\ngraph-based methods are limited in their ability to explain classes with\r\nmultiple sufficient explanations. To provide more expressive explanations, we\r\npropose utilizing class expressions (CEs) from the field of description logic\r\n(DL). Our approach explains heterogeneous graphs with different types of nodes\r\nusing CEs in the EL description logic. To identify the best explanation among\r\nmultiple candidate explanations, we employ and compare two different scoring\r\nfunctions: (1) For a given CE, we construct multiple graphs, have the GNN make\r\na prediction for each graph, and aggregate the predicted scores. (2) We score\r\nthe CE in terms of fidelity, i.e., we compare the predictions of the GNN to the\r\npredictions by the CE on a separate validation set. Instead of subgraph-based\r\nexplanations, we offer CE-based explanations.","lang":"eng"}]},{"year":"2024","title":"Causal Question Answering with Reinforcement Learning","author":[{"full_name":"Blübaum, Lukas","last_name":"Blübaum","first_name":"Lukas"},{"id":"11871","orcid":"0000-0002-4525-6865","first_name":"Stefan","last_name":"Heindorf","full_name":"Heindorf, Stefan"}],"publication_status":"accepted","date_updated":"2024-05-26T19:01:34Z","main_file_link":[{"open_access":"1","url":"https://arxiv.org/abs/2311.02760"}],"language":[{"iso":"eng"}],"doi":"10.1145/3589334.3645610","publication":"The World Wide Web Conference (WWW)","date_created":"2024-03-01T16:32:39Z","type":"conference","department":[{"_id":"760"}],"status":"public","conference":{"end_date":"2024-05-17","location":"Singapore","name":"The Web Conference","start_date":"2024-05-13"},"page":"2204–2215","_id":"52231","publisher":"ACM","user_id":"11871","citation":{"ama":"Blübaum L, Heindorf S. Causal Question Answering with Reinforcement Learning. In: <i>The World Wide Web Conference (WWW)</i>. ACM; :2204–2215. doi:<a href=\"https://doi.org/10.1145/3589334.3645610\">10.1145/3589334.3645610</a>","bibtex":"@inproceedings{Blübaum_Heindorf, title={Causal Question Answering with Reinforcement Learning}, DOI={<a href=\"https://doi.org/10.1145/3589334.3645610\">10.1145/3589334.3645610</a>}, booktitle={The World Wide Web Conference (WWW)}, publisher={ACM}, author={Blübaum, Lukas and Heindorf, Stefan}, pages={2204–2215} }","mla":"Blübaum, Lukas, and Stefan Heindorf. “Causal Question Answering with Reinforcement Learning.” <i>The World Wide Web Conference (WWW)</i>, ACM, pp. 2204–2215, doi:<a href=\"https://doi.org/10.1145/3589334.3645610\">10.1145/3589334.3645610</a>.","chicago":"Blübaum, Lukas, and Stefan Heindorf. “Causal Question Answering with Reinforcement Learning.” In <i>The World Wide Web Conference (WWW)</i>, 2204–2215. 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