[{"publication_status":"published","date_updated":"2026-05-21T11:55:29Z","publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783032251558","9783032251565"]},"author":[{"id":"83392","full_name":"Qudus, Umair","last_name":"Qudus","first_name":"Umair","orcid":"0000-0001-6714-8729"},{"first_name":"Neha","last_name":"Pokharel","full_name":"Pokharel, Neha"},{"full_name":"Röder, Michael","first_name":"Michael","last_name":"Röder","orcid":"https://orcid.org/0000-0002-8609-8277","id":"67199"},{"id":"65716","first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo","full_name":"Ngonga Ngomo, Axel-Cyrille"}],"title":"No Need to Be a Know-It-All: Fact Checking with Shallow Knowledge","status":"public","year":"2026","user_id":"83392","doi":"10.1007/978-3-032-25156-5_23","language":[{"iso":"eng"}],"_id":"65670","publisher":"Springer Nature Switzerland","abstract":[{"lang":"eng","text":"Ensuring the veracity of assertions is {vital for building reliable and consistent knowledge graphs}. \r\nA variety of automatic fact-checking approaches have been proposed over the past decade. Among these, path-based fact-checking approaches are particularly attractive due to their independence of supplementary external knowledge and their faster runtimes compared to methods reliant on external corpora or embeddings.  \r\nHowever, the effectiveness of these approaches is fundamentally limited by the incompleteness of existing knowledge graphs, which often lack the paths necessary to support or refute assertions. \r\nTo address this limitation, we propose \\system{}, a framework that supplements the knowledge graph with shallow knowledge---automatically extracted RDF assertions from external unstructured sources---even if this additional knowledge may not always fit a well-defined ontology nor be fully verified. By appending such shallow knowledge, we enhance the graph’s coverage and increase the chances of finding relevant evidence for fact checking. Comprehensive experiments on three widely used benchmark datasets demonstrate that integrating \\system{} consistently and significantly enhances the performance of {state-of-the-art path-based fact-checking approaches}, yielding improvements of up to 0.24 in Area Under the Receiver Operating Characteristic Curve (AUROC). These results establish \\system{} as a broadly applicable auxiliary component for improving the reliability and coverage of automatic fact checking in knowledge graphs. Our code is open-source and can be found at \\url{https://github.com/dice-group/ShallKnow}."}],"citation":{"ama":"Qudus U, Pokharel N, Röder M, Ngonga Ngomo A-C. No Need to Be a Know-It-All: Fact Checking with Shallow Knowledge. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-032-25156-5_23\">10.1007/978-3-032-25156-5_23</a>","bibtex":"@inbook{Qudus_Pokharel_Röder_Ngonga Ngomo_2026, place={Cham}, title={No Need to Be a Know-It-All: Fact Checking with Shallow Knowledge}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-25156-5_23\">10.1007/978-3-032-25156-5_23</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Qudus, Umair and Pokharel, Neha and Röder, Michael and Ngonga Ngomo, Axel-Cyrille}, year={2026} }","mla":"Qudus, Umair, et al. “No Need to Be a Know-It-All: Fact Checking with Shallow Knowledge.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-032-25156-5_23\">10.1007/978-3-032-25156-5_23</a>.","chicago":"Qudus, Umair, Neha Pokharel, Michael Röder, and Axel-Cyrille Ngonga Ngomo. “No Need to Be a Know-It-All: Fact Checking with Shallow Knowledge.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-25156-5_23\">https://doi.org/10.1007/978-3-032-25156-5_23</a>.","short":"U. Qudus, N. Pokharel, M. Röder, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2026.","apa":"Qudus, U., Pokharel, N., Röder, M., &#38; Ngonga Ngomo, A.-C. (2026). No Need to Be a Know-It-All: Fact Checking with Shallow Knowledge. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-25156-5_23\">https://doi.org/10.1007/978-3-032-25156-5_23</a>","ieee":"U. Qudus, N. Pokharel, M. Röder, and A.-C. Ngonga Ngomo, “No Need to Be a Know-It-All: Fact Checking with Shallow Knowledge,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2026."},"publication":"Lecture Notes in Computer Science","department":[{"_id":"574"}],"keyword":["fact checking"],"type":"book_chapter","date_created":"2026-05-21T11:45:24Z","place":"Cham"},{"language":[{"iso":"eng"}],"_id":"65736","publisher":"Springer Nature Switzerland","user_id":"101165","doi":"10.1007/978-3-032-25156-5_26","status":"public","year":"2026","title":"Semantics-Aware Caching for Concept Learning","author":[{"full_name":"Kamdem Teyou, Louis Mozart","first_name":"Louis Mozart","last_name":"Kamdem Teyou","id":"101165"},{"full_name":"Demir, Caglar","last_name":"Demir","first_name":"Caglar"},{"id":"65716","first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo","full_name":"Ngonga Ngomo, Axel-Cyrille"}],"publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783032251558","9783032251565"]},"publication_status":"published","date_updated":"2026-05-29T14:23:47Z","date_created":"2026-05-29T14:22:42Z","place":"Cham","type":"book_chapter","publication":"Lecture Notes in Computer Science","citation":{"bibtex":"@inbook{Kamdem Teyou_Demir_Ngonga Ngomo_2026, place={Cham}, title={Semantics-Aware Caching for Concept Learning}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-25156-5_26\">10.1007/978-3-032-25156-5_26</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Kamdem Teyou, Louis Mozart and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2026} }","ama":"Kamdem Teyou LM, Demir C, Ngonga Ngomo A-C. Semantics-Aware Caching for Concept Learning. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-032-25156-5_26\">10.1007/978-3-032-25156-5_26</a>","mla":"Kamdem Teyou, Louis Mozart, et al. “Semantics-Aware Caching for Concept Learning.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-032-25156-5_26\">10.1007/978-3-032-25156-5_26</a>.","short":"L.M. Kamdem Teyou, C. Demir, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2026.","chicago":"Kamdem Teyou, Louis Mozart, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Semantics-Aware Caching for Concept Learning.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-25156-5_26\">https://doi.org/10.1007/978-3-032-25156-5_26</a>.","ieee":"L. M. Kamdem Teyou, C. Demir, and A.-C. Ngonga Ngomo, “Semantics-Aware Caching for Concept Learning,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2026.","apa":"Kamdem Teyou, L. M., Demir, C., &#38; Ngonga Ngomo, A.-C. (2026). Semantics-Aware Caching for Concept Learning. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-25156-5_26\">https://doi.org/10.1007/978-3-032-25156-5_26</a>"}},{"publication_status":"published","date_updated":"2026-06-03T09:25:50Z","intvolume":"     16606","title":"Design Science Research in an Era of Generative AI—Challenges and Theoretical Guidelines","year":"2026","author":[{"full_name":"zur Heiden, Philipp","first_name":"Philipp","last_name":"zur Heiden","id":"64394"},{"id":"59677","last_name":"Beverungen","first_name":"Daniel","full_name":"Beverungen, Daniel"},{"full_name":"Bartelheimer, Christian","last_name":"Bartelheimer","first_name":"Christian"},{"full_name":"Breidbach, Christoph","first_name":"Christoph","last_name":"Breidbach"}],"publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783032283122","9783032283139"]},"doi":"10.1007/978-3-032-28313-9_22","main_file_link":[{"url":"https://link.springer.com/chapter/10.1007/978-3-032-28313-9_22"}],"language":[{"iso":"eng"}],"series_title":" Lecture Notes in Computer Science","abstract":[{"text":"Information systems (IS) research is increasingly exploring the potential of generative artificial intelligence (GenAI), such as large language models (LLMs). For design science research (DSR), such technologies foster entirely new vistas for the design of IT artifacts that make use of their generative capabilities, but also influence DSR methodology. This shift is much more profound than it has been discussed so far. To identify existing implications of GenAI for design-oriented research in IS, we report results from an integrative literature review of recent DSR publications in leading IS outlets. Thereby, we synthesize five major theoretical challenges that arise when using GenAI in DSR projects: (1) an obscure composition of the artifact, (2) an opaque contextualization of the LLM, (3) a fragile internal consistency of the artifact, (4) a rapid erosion of prescriptive knowledge, and (5) missing methodological guidance. We investigate these challenges and conceptualize a set of three guidelines that inform DSR in the rising era of GenAI. These guidelines support researchers in designing and justifying GenAI-related DSR processes and in precisely articulating the theoretical grounding of their design decisions and evaluation strategies.","lang":"eng"}],"publication":"Lecture Notes in Computer Science","type":"conference","department":[{"_id":"195"}],"date_created":"2026-06-03T09:20:18Z","status":"public","conference":{"end_date":"2026-06-10","location":"Muenster","start_date":"2026-06-08","name":"DESRIST 2026"},"user_id":"59677","volume":16606,"_id":"65764","publisher":"Springer Nature Switzerland","quality_controlled":"1","citation":{"mla":"zur Heiden, Philipp, et al. “Design Science Research in an Era of Generative AI—Challenges and Theoretical Guidelines.” <i>Lecture Notes in Computer Science</i>, vol. 16606, Springer Nature Switzerland, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-032-28313-9_22\">10.1007/978-3-032-28313-9_22</a>.","bibtex":"@inproceedings{zur Heiden_Beverungen_Bartelheimer_Breidbach_2026, place={Cham}, series={ Lecture Notes in Computer Science}, title={Design Science Research in an Era of Generative AI—Challenges and Theoretical Guidelines}, volume={16606}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-28313-9_22\">10.1007/978-3-032-28313-9_22</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={zur Heiden, Philipp and Beverungen, Daniel and Bartelheimer, Christian and Breidbach, Christoph}, year={2026}, collection={ Lecture Notes in Computer Science} }","ama":"zur Heiden P, Beverungen D, Bartelheimer C, Breidbach C. Design Science Research in an Era of Generative AI—Challenges and Theoretical Guidelines. In: <i>Lecture Notes in Computer Science</i>. Vol 16606.  Lecture Notes in Computer Science. Springer Nature Switzerland; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-032-28313-9_22\">10.1007/978-3-032-28313-9_22</a>","ieee":"P. zur Heiden, D. Beverungen, C. Bartelheimer, and C. Breidbach, “Design Science Research in an Era of Generative AI—Challenges and Theoretical Guidelines,” in <i>Lecture Notes in Computer Science</i>, Muenster, 2026, vol. 16606, doi: <a href=\"https://doi.org/10.1007/978-3-032-28313-9_22\">10.1007/978-3-032-28313-9_22</a>.","apa":"zur Heiden, P., Beverungen, D., Bartelheimer, C., &#38; Breidbach, C. (2026). Design Science Research in an Era of Generative AI—Challenges and Theoretical Guidelines. <i>Lecture Notes in Computer Science</i>, <i>16606</i>. <a href=\"https://doi.org/10.1007/978-3-032-28313-9_22\">https://doi.org/10.1007/978-3-032-28313-9_22</a>","short":"P. zur Heiden, D. Beverungen, C. Bartelheimer, C. Breidbach, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2026.","chicago":"Heiden, Philipp zur, Daniel Beverungen, Christian Bartelheimer, and Christoph Breidbach. “Design Science Research in an Era of Generative AI—Challenges and Theoretical Guidelines.” In <i>Lecture Notes in Computer Science</i>, Vol. 16606.  Lecture Notes in Computer Science. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-28313-9_22\">https://doi.org/10.1007/978-3-032-28313-9_22</a>."},"place":"Cham"},{"date_updated":"2026-06-11T11:25:49Z","publication_status":"published","status":"public","year":"2026","title":"Fundamental Patterns – A Taxonomy for Archetype Development in Information Systems","author":[{"id":"43136","full_name":"Koldewey, Christian","orcid":"https://orcid.org/0000-0001-7992-6399","last_name":"Koldewey","first_name":"Christian"},{"last_name":"Avermeyer","first_name":"Celina Maleen","full_name":"Avermeyer, Celina Maleen","id":"84783"},{"last_name":"van der Valk","first_name":"Hendrik","full_name":"van der Valk, Hendrik"},{"full_name":"Zerbin, Julian","first_name":"Julian","last_name":"Zerbin","id":"51711"},{"last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman","id":"16190"}],"publication_identifier":{"isbn":["9783032283122","9783032283139"],"issn":["0302-9743","1611-3349"]},"doi":"10.1007/978-3-032-28313-9_18","user_id":"15782","publisher":"Springer Nature Switzerland","_id":"65835","language":[{"iso":"eng"}],"publication":"Lecture Notes in Computer Science","citation":{"apa":"Koldewey, C., Avermeyer, C. M., van der Valk, H., Zerbin, J., &#38; Dumitrescu, R. (2026). Fundamental Patterns – A Taxonomy for Archetype Development in Information Systems. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-28313-9_18\">https://doi.org/10.1007/978-3-032-28313-9_18</a>","ieee":"C. Koldewey, C. M. Avermeyer, H. van der Valk, J. Zerbin, and R. Dumitrescu, “Fundamental Patterns – A Taxonomy for Archetype Development in Information Systems,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2026.","short":"C. Koldewey, C.M. Avermeyer, H. van der Valk, J. Zerbin, R. Dumitrescu, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2026.","chicago":"Koldewey, Christian, Celina Maleen Avermeyer, Hendrik van der Valk, Julian Zerbin, and Roman Dumitrescu. “Fundamental Patterns – A Taxonomy for Archetype Development in Information Systems.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-28313-9_18\">https://doi.org/10.1007/978-3-032-28313-9_18</a>.","mla":"Koldewey, Christian, et al. “Fundamental Patterns – A Taxonomy for Archetype Development in Information Systems.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-032-28313-9_18\">10.1007/978-3-032-28313-9_18</a>.","ama":"Koldewey C, Avermeyer CM, van der Valk H, Zerbin J, Dumitrescu R. Fundamental Patterns – A Taxonomy for Archetype Development in Information Systems. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-032-28313-9_18\">10.1007/978-3-032-28313-9_18</a>","bibtex":"@inbook{Koldewey_Avermeyer_van der Valk_Zerbin_Dumitrescu_2026, place={Cham}, title={Fundamental Patterns – A Taxonomy for Archetype Development in Information Systems}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-28313-9_18\">10.1007/978-3-032-28313-9_18</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Koldewey, Christian and Avermeyer, Celina Maleen and van der Valk, Hendrik and Zerbin, Julian and Dumitrescu, Roman}, year={2026} }"},"type":"book_chapter","department":[{"_id":"563"}],"place":"Cham","date_created":"2026-06-11T11:25:01Z"},{"date_updated":"2026-07-10T13:21:27Z","publication_status":"published","author":[{"full_name":"Krings, Sarah Claudia","last_name":"Krings","first_name":"Sarah Claudia","orcid":"0000-0001-8040-7553","id":"64063"}],"publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783032260505","9783032260512"]},"status":"public","title":"Cross-Reality Context Awareness","year":"2026","doi":"10.1007/978-3-032-26051-2_4","user_id":"64063","language":[{"iso":"eng"}],"_id":"66437","publisher":"Springer Nature Switzerland","main_file_link":[{"url":"https://link.springer.com/chapter/10.1007/978-3-032-26051-2_4"}],"citation":{"chicago":"Krings, Sarah Claudia. “Cross-Reality Context Awareness.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-26051-2_4\">https://doi.org/10.1007/978-3-032-26051-2_4</a>.","short":"S.C. Krings, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2026.","ieee":"S. C. Krings, “Cross-Reality Context Awareness,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2026.","apa":"Krings, S. C. (2026). Cross-Reality Context Awareness. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-26051-2_4\">https://doi.org/10.1007/978-3-032-26051-2_4</a>","bibtex":"@inbook{Krings_2026, place={Cham}, title={Cross-Reality Context Awareness}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-26051-2_4\">10.1007/978-3-032-26051-2_4</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Krings, Sarah Claudia}, year={2026} }","ama":"Krings SC. Cross-Reality Context Awareness. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-032-26051-2_4\">10.1007/978-3-032-26051-2_4</a>","mla":"Krings, Sarah Claudia. “Cross-Reality Context Awareness.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-032-26051-2_4\">10.1007/978-3-032-26051-2_4</a>."},"publication":"Lecture Notes in Computer Science","department":[{"_id":"534"}],"type":"book_chapter","place":"Cham","date_created":"2026-07-10T13:19:35Z"},{"publication":"Lecture Notes in Computer Science","citation":{"apa":"Dou, J., Götte, T., Hillebrandt, H., Scheideler, C., &#38; Werthmann, J. (2026). Fast Distributed Computation of Compact Routing Schemes. <i>Lecture Notes in Computer Science</i>. <a href=\"https://doi.org/10.1007/978-3-032-26465-7_19\">https://doi.org/10.1007/978-3-032-26465-7_19</a>","ieee":"J. Dou, T. Götte, H. Hillebrandt, C. Scheideler, and J. Werthmann, “Fast Distributed Computation of Compact Routing Schemes,” 2026, doi: <a href=\"https://doi.org/10.1007/978-3-032-26465-7_19\">10.1007/978-3-032-26465-7_19</a>.","short":"J. Dou, T. Götte, H. Hillebrandt, C. Scheideler, J. Werthmann, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2026.","chicago":"Dou, Jinfeng, Thorsten Götte, Henning Hillebrandt, Christian Scheideler, and Julian Werthmann. “Fast Distributed Computation of Compact Routing Schemes.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-26465-7_19\">https://doi.org/10.1007/978-3-032-26465-7_19</a>.","mla":"Dou, Jinfeng, et al. “Fast Distributed Computation of Compact Routing Schemes.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-032-26465-7_19\">10.1007/978-3-032-26465-7_19</a>.","ama":"Dou J, Götte T, Hillebrandt H, Scheideler C, Werthmann J. Fast Distributed Computation of Compact Routing Schemes. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-032-26465-7_19\">10.1007/978-3-032-26465-7_19</a>","bibtex":"@inproceedings{Dou_Götte_Hillebrandt_Scheideler_Werthmann_2026, place={Cham}, title={Fast Distributed Computation of Compact Routing Schemes}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-26465-7_19\">10.1007/978-3-032-26465-7_19</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Dou, Jinfeng and Götte, Thorsten and Hillebrandt, Henning and Scheideler, Christian and Werthmann, Julian}, year={2026} }"},"place":"Cham","date_created":"2026-07-27T14:00:42Z","type":"conference","department":[{"_id":"79"}],"year":"2026","title":"Fast Distributed Computation of Compact Routing Schemes","status":"public","publication_identifier":{"isbn":["9783032264640","9783032264657"],"issn":["0302-9743","1611-3349"]},"author":[{"id":"92888","last_name":"Dou","first_name":"Jinfeng","full_name":"Dou, Jinfeng"},{"full_name":"Götte, Thorsten","first_name":"Thorsten","last_name":"Götte","id":"34727"},{"full_name":"Hillebrandt, Henning","last_name":"Hillebrandt","first_name":"Henning","id":"74425"},{"last_name":"Scheideler","first_name":"Christian","full_name":"Scheideler, Christian","id":"20792"},{"first_name":"Julian","last_name":"Werthmann","full_name":"Werthmann, Julian","id":"50024"}],"date_updated":"2026-07-27T14:40:21Z","publication_status":"published","publisher":"Springer Nature Switzerland","_id":"66603","language":[{"iso":"eng"}],"doi":"10.1007/978-3-032-26465-7_19","user_id":"74425"},{"date_created":"2025-05-27T08:17:03Z","department":[{"_id":"101"}],"type":"book_chapter","publication":"Lecture Notes in Computer Science","language":[{"iso":"eng"}],"main_file_link":[{"url":" ArXiv:2503.07576","open_access":"1"}],"doi":"10.1007/978-3-031-91736-3_19","publication_identifier":{"isbn":["9783031917356","9783031917363"],"issn":["0302-9743","1611-3349"]},"author":[{"orcid":"0009-0002-4750-2051","first_name":"Raphael","last_name":"Gerlach","full_name":"Gerlach, Raphael","id":"32655"},{"id":"97359","full_name":"von der Gracht, Sören","orcid":"0000-0002-8054-2058","first_name":"Sören","last_name":"von der Gracht"},{"full_name":"Dellnitz, Michael","first_name":"Michael","last_name":"Dellnitz"}],"year":"2025","title":"On the Dynamical Hierarchy in Gathering Protocols with Circulant Topologies","publication_status":"published","date_updated":"2025-05-27T08:22:42Z","place":"Cham","external_id":{"arxiv":["2503.07576"]},"oa":"1","citation":{"short":"R. Gerlach, S. von der Gracht, M. Dellnitz, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","chicago":"Gerlach, Raphael, Sören von der Gracht, and Michael Dellnitz. “On the Dynamical Hierarchy in Gathering Protocols with Circulant Topologies.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-031-91736-3_19\">https://doi.org/10.1007/978-3-031-91736-3_19</a>.","ieee":"R. Gerlach, S. von der Gracht, and M. Dellnitz, “On the Dynamical Hierarchy in Gathering Protocols with Circulant Topologies,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.","apa":"Gerlach, R., von der Gracht, S., &#38; Dellnitz, M. (2025). On the Dynamical Hierarchy in Gathering Protocols with Circulant Topologies. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-91736-3_19\">https://doi.org/10.1007/978-3-031-91736-3_19</a>","bibtex":"@inbook{Gerlach_von der Gracht_Dellnitz_2025, place={Cham}, title={On the Dynamical Hierarchy in Gathering Protocols with Circulant Topologies}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-91736-3_19\">10.1007/978-3-031-91736-3_19</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Gerlach, Raphael and von der Gracht, Sören and Dellnitz, Michael}, year={2025} }","ama":"Gerlach R, von der Gracht S, Dellnitz M. On the Dynamical Hierarchy in Gathering Protocols with Circulant Topologies. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-031-91736-3_19\">10.1007/978-3-031-91736-3_19</a>","mla":"Gerlach, Raphael, et al. “On the Dynamical Hierarchy in Gathering Protocols with Circulant Topologies.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-031-91736-3_19\">10.1007/978-3-031-91736-3_19</a>."},"project":[{"name":"Algorithmen für Schwarmrobotik: Verteiltes Rechnen trifft Dynamische Systeme","grant_number":"453112019","_id":"106"}],"_id":"60048","publisher":"Springer Nature Switzerland","user_id":"32655","status":"public"},{"type":"conference","department":[{"_id":"79"}],"date_created":"2025-11-23T21:07:12Z","abstract":[{"text":"The sliding square model is a widely used abstraction for studying self-reconfigurable robotic systems, where modules are square-shaped robots that move by sliding or rotating over one another. In this paper, we propose a novel distributed algorithm that enables a group of modules to reconfigure into a rhombus shape, starting from an arbitrary side-connected configuration. It is connectivity-preserving and operates under minimal assumptions: one leader module, common chirality, constant memory per module, and visibility and communication restricted to immediate neighbors. Unlike prior work, which relaxes the original sliding square move-set, our approach uses the unmodified move-set, addressing the additional challenge of handling locked configurations. Our algorithm is sequential in nature and operates with a worst-case time complexity of O(n^2) rounds, which is optimal for sequential algorithms. To improve runtime, we introduce two parallel variants of the algorithm. Both rely on a spanning tree data structure, allowing modules to make decisions based on local connectivity. Our experimental results show a significant speedup for the first variant, and a linear average runtime for the second variant, which is worst-case optimal for parallel algorithms.","lang":"eng"}],"publication":"Stabilization, Safety, and Security of Distributed Systems","doi":"10.1007/978-3-032-11127-2_26","language":[{"iso":"eng"}],"date_updated":"2026-02-11T08:31:14Z","publication_status":"published","year":"2025","title":"Invited Paper: Distributed Rhombus Formation of Sliding Squares","author":[{"first_name":"Irina","last_name":"Kostitsyna","full_name":"Kostitsyna, Irina"},{"full_name":"Liedtke, David Jan","last_name":"Liedtke","first_name":"David Jan","id":"55557"},{"full_name":"Scheideler, Christian","first_name":"Christian","last_name":"Scheideler","id":"20792"}],"publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783032111265","9783032111272"]},"place":"Cham","citation":{"ama":"Kostitsyna I, Liedtke DJ, Scheideler C. Invited Paper: Distributed Rhombus Formation of Sliding Squares. In: Bonomi S, Mandal PS, Robinson P, Sharma G, Tixeuil S, eds. <i>Stabilization, Safety, and Security of Distributed Systems</i>. Springer Nature Switzerland; 2025:325-342. doi:<a href=\"https://doi.org/10.1007/978-3-032-11127-2_26\">10.1007/978-3-032-11127-2_26</a>","bibtex":"@inproceedings{Kostitsyna_Liedtke_Scheideler_2025, place={Cham}, title={Invited Paper: Distributed Rhombus Formation of Sliding Squares}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-11127-2_26\">10.1007/978-3-032-11127-2_26</a>}, booktitle={Stabilization, Safety, and Security of Distributed Systems}, publisher={Springer Nature Switzerland}, author={Kostitsyna, Irina and Liedtke, David Jan and Scheideler, Christian}, editor={Bonomi, Silvia and Mandal, Partha Sarathi and Robinson, Peter and Sharma, Gokarna and Tixeuil, Sebastien}, year={2025}, pages={325–342} }","mla":"Kostitsyna, Irina, et al. “Invited Paper: Distributed Rhombus Formation of Sliding Squares.” <i>Stabilization, Safety, and Security of Distributed Systems</i>, edited by Silvia Bonomi et al., Springer Nature Switzerland, 2025, pp. 325–42, doi:<a href=\"https://doi.org/10.1007/978-3-032-11127-2_26\">10.1007/978-3-032-11127-2_26</a>.","short":"I. Kostitsyna, D.J. Liedtke, C. Scheideler, in: S. Bonomi, P.S. Mandal, P. Robinson, G. Sharma, S. Tixeuil (Eds.), Stabilization, Safety, and Security of Distributed Systems, Springer Nature Switzerland, Cham, 2025, pp. 325–342.","chicago":"Kostitsyna, Irina, David Jan Liedtke, and Christian Scheideler. “Invited Paper: Distributed Rhombus Formation of Sliding Squares.” In <i>Stabilization, Safety, and Security of Distributed Systems</i>, edited by Silvia Bonomi, Partha Sarathi Mandal, Peter Robinson, Gokarna Sharma, and Sebastien Tixeuil, 325–42. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-11127-2_26\">https://doi.org/10.1007/978-3-032-11127-2_26</a>.","apa":"Kostitsyna, I., Liedtke, D. J., &#38; Scheideler, C. (2025). Invited Paper: Distributed Rhombus Formation of Sliding Squares. In S. Bonomi, P. S. Mandal, P. Robinson, G. Sharma, &#38; S. Tixeuil (Eds.), <i>Stabilization, Safety, and Security of Distributed Systems</i> (pp. 325–342). Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-11127-2_26\">https://doi.org/10.1007/978-3-032-11127-2_26</a>","ieee":"I. Kostitsyna, D. J. Liedtke, and C. Scheideler, “Invited Paper: Distributed Rhombus Formation of Sliding Squares,” in <i>Stabilization, Safety, and Security of Distributed Systems</i>, Kathmandu, 2025, pp. 325–342, doi: <a href=\"https://doi.org/10.1007/978-3-032-11127-2_26\">10.1007/978-3-032-11127-2_26</a>."},"user_id":"15578","editor":[{"last_name":"Bonomi","first_name":"Silvia","full_name":"Bonomi, Silvia"},{"first_name":"Partha Sarathi","last_name":"Mandal","full_name":"Mandal, Partha Sarathi"},{"full_name":"Robinson, Peter","first_name":"Peter","last_name":"Robinson"},{"full_name":"Sharma, Gokarna","last_name":"Sharma","first_name":"Gokarna"},{"full_name":"Tixeuil, Sebastien","last_name":"Tixeuil","first_name":"Sebastien"}],"page":"325-342","_id":"62285","publisher":"Springer Nature Switzerland","status":"public","conference":{"end_date":"2025-10-11","location":"Kathmandu","name":"27th International Symposium on Stabilization, Safety, and Security of Distributed Systems (SSS)","start_date":"2025-10-09"}},{"citation":{"short":"I. 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Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-87657-8_22\">https://doi.org/10.1007/978-3-031-87657-8_22</a>","bibtex":"@inbook{DeAndres-Tame_Faisal_Tolosana_Al-Refai_Vera-Rodriguez_Terhörst_2025, place={Cham}, title={From Pixels to Words: Leveraging Explainability in Face Recognition Through Interactive Natural Language Processing}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-87657-8_22\">10.1007/978-3-031-87657-8_22</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={DeAndres-Tame, Ivan and Faisal, Muhammad and Tolosana, Ruben and Al-Refai, Rouqaiah and Vera-Rodriguez, Ruben and Terhörst, Philipp}, year={2025} }","ama":"DeAndres-Tame I, Faisal M, Tolosana R, Al-Refai R, Vera-Rodriguez R, Terhörst P. From Pixels to Words: Leveraging Explainability in Face Recognition Through Interactive Natural Language Processing. In: <i>Lecture Notes in Computer Science</i>. 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Surrogate-Assisted Multi-objective Design of Complex Multibody Systems. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-04555-3_21\">10.1007/978-3-032-04555-3_21</a>","ieee":"A. C. Amakor, M. B. Berkemeier, M. C. Wohlleben, W. Sextro, and S. Peitz, “Surrogate-Assisted Multi-objective Design of Complex Multibody Systems,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.","apa":"Amakor, A. C., Berkemeier, M. B., Wohlleben, M. C., Sextro, W., &#38; Peitz, S. (2025). Surrogate-Assisted Multi-objective Design of Complex Multibody Systems. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-04555-3_21\">https://doi.org/10.1007/978-3-032-04555-3_21</a>","chicago":"Amakor, Augustina C., Manuel B. Berkemeier, Meike Claudia Wohlleben, Walter Sextro, and Sebastian Peitz. “Surrogate-Assisted Multi-Objective Design of Complex Multibody Systems.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-04555-3_21\">https://doi.org/10.1007/978-3-032-04555-3_21</a>.","short":"A.C. Amakor, M.B. Berkemeier, M.C. Wohlleben, W. Sextro, S. Peitz, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025."},"quality_controlled":"1","place":"Cham","date_created":"2025-12-09T12:46:17Z","type":"book_chapter","department":[{"_id":"151"}],"title":"Surrogate-Assisted Multi-objective Design of Complex Multibody Systems","year":"2025","status":"public","publication_identifier":{"isbn":["9783032045546","9783032045553"],"issn":["0302-9743","1611-3349"]},"author":[{"full_name":"Amakor, Augustina C.","first_name":"Augustina C.","last_name":"Amakor"},{"full_name":"Berkemeier, Manuel B.","first_name":"Manuel B.","last_name":"Berkemeier"},{"id":"43991","last_name":"Wohlleben","first_name":"Meike Claudia","orcid":"0009-0009-9767-7168","full_name":"Wohlleben, Meike Claudia"},{"id":"21220","full_name":"Sextro, Walter","first_name":"Walter","last_name":"Sextro"},{"full_name":"Peitz, Sebastian","first_name":"Sebastian","last_name":"Peitz"}],"date_updated":"2026-03-03T06:32:10Z","publication_status":"published","publisher":"Springer Nature Switzerland","_id":"62988","language":[{"iso":"eng"}],"doi":"10.1007/978-3-032-04555-3_21","user_id":"43991"},{"date_created":"2025-09-11T14:02:42Z","place":"Cham","type":"book_chapter","department":[{"_id":"67"}],"publication":"Lecture Notes in Computer Science","citation":{"chicago":"Lenke, Michael, Nils Klowait, Lea Biere, and Carsten Schulte. “Assessing AI Literacy: A Systematic Review of Questionnaires with Emphasis on Affective, Behavioral, Cognitive, and Ethical Aspects.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-01222-7_8\">https://doi.org/10.1007/978-3-032-01222-7_8</a>.","short":"M. Lenke, N. Klowait, L. Biere, C. Schulte, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","ieee":"M. Lenke, N. Klowait, L. Biere, and C. Schulte, “Assessing AI Literacy: A Systematic Review of Questionnaires with Emphasis on Affective, Behavioral, Cognitive, and Ethical Aspects,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.","apa":"Lenke, M., Klowait, N., Biere, L., &#38; Schulte, C. (2025). Assessing AI Literacy: A Systematic Review of Questionnaires with Emphasis on Affective, Behavioral, Cognitive, and Ethical Aspects. In <i>Lecture Notes in Computer Science</i>. 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Mazur, H. Peters, A. Artelt, L. Koller, C. Hartmann, A. Trächtler, B. Hammer, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","chicago":"Mazur, Andreas, Henning Peters, André Artelt, Lukas Koller, Christoph Hartmann, Ansgar Trächtler, and Barbara Hammer. “Studying the Generalization Behavior of Surrogate Models for Punch-Bending by Generating Plausible Counterfactuals.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-04555-3_16\">https://doi.org/10.1007/978-3-032-04555-3_16</a>.","ieee":"A. Mazur <i>et al.</i>, “Studying the Generalization Behavior of Surrogate Models for Punch-Bending by Generating Plausible Counterfactuals,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.","apa":"Mazur, A., Peters, H., Artelt, A., Koller, L., Hartmann, C., Trächtler, A., &#38; Hammer, B. (2025). Studying the Generalization Behavior of Surrogate Models for Punch-Bending by Generating Plausible Counterfactuals. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-04555-3_16\">https://doi.org/10.1007/978-3-032-04555-3_16</a>","bibtex":"@inbook{Mazur_Peters_Artelt_Koller_Hartmann_Trächtler_Hammer_2025, place={Cham}, title={Studying the Generalization Behavior of Surrogate Models for Punch-Bending by Generating Plausible Counterfactuals}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-04555-3_16\">10.1007/978-3-032-04555-3_16</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Mazur, Andreas and Peters, Henning and Artelt, André and Koller, Lukas and Hartmann, Christoph and Trächtler, Ansgar and Hammer, Barbara}, year={2025} }","ama":"Mazur A, Peters H, Artelt A, et al. Studying the Generalization Behavior of Surrogate Models for Punch-Bending by Generating Plausible Counterfactuals. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-04555-3_16\">10.1007/978-3-032-04555-3_16</a>","mla":"Mazur, Andreas, et al. “Studying the Generalization Behavior of Surrogate Models for Punch-Bending by Generating Plausible Counterfactuals.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-032-04555-3_16\">10.1007/978-3-032-04555-3_16</a>."},"publication":"Lecture Notes in Computer Science"},{"date_created":"2025-11-04T11:12:52Z","place":"Cham","type":"book_chapter","citation":{"ieee":"L. Kyi, C. Santos, S. Ammanaghatta Shivakumar, F. Roesner, and A. Biega, “Turning to Online Forums for Legal Information: A Case Study of GDPR’s Legitimate Interests,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.","apa":"Kyi, L., Santos, C., Ammanaghatta Shivakumar, S., Roesner, F., &#38; Biega, A. (2025). Turning to Online Forums for Legal Information: A Case Study of GDPR’s Legitimate Interests. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-07574-1_7\">https://doi.org/10.1007/978-3-032-07574-1_7</a>","mla":"Kyi, Lin, et al. “Turning to Online Forums for Legal Information: A Case Study of GDPR’s Legitimate Interests.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-032-07574-1_7\">10.1007/978-3-032-07574-1_7</a>.","bibtex":"@inbook{Kyi_Santos_Ammanaghatta Shivakumar_Roesner_Biega_2025, place={Cham}, title={Turning to Online Forums for Legal Information: A Case Study of GDPR’s Legitimate Interests}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-07574-1_7\">10.1007/978-3-032-07574-1_7</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Kyi, Lin and Santos, Cristiana and Ammanaghatta Shivakumar, Sushil and Roesner, Franziska and Biega, Asia}, year={2025} }","chicago":"Kyi, Lin, Cristiana Santos, Sushil Ammanaghatta Shivakumar, Franziska Roesner, and Asia Biega. “Turning to Online Forums for Legal Information: A Case Study of GDPR’s Legitimate Interests.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-07574-1_7\">https://doi.org/10.1007/978-3-032-07574-1_7</a>.","short":"L. Kyi, C. Santos, S. Ammanaghatta Shivakumar, F. Roesner, A. Biega, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","ama":"Kyi L, Santos C, Ammanaghatta Shivakumar S, Roesner F, Biega A. Turning to Online Forums for Legal Information: A Case Study of GDPR’s Legitimate Interests. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-07574-1_7\">10.1007/978-3-032-07574-1_7</a>"},"publication":"Lecture Notes in Computer Science","extern":"1","publisher":"Springer Nature Switzerland","_id":"62069","language":[{"iso":"eng"}],"user_id":"124732","doi":"10.1007/978-3-032-07574-1_7","publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783032075734","9783032075741"]},"author":[{"last_name":"Kyi","first_name":"Lin","full_name":"Kyi, Lin"},{"full_name":"Santos, Cristiana","last_name":"Santos","first_name":"Cristiana"},{"full_name":"Ammanaghatta Shivakumar, Sushil","first_name":"Sushil","last_name":"Ammanaghatta Shivakumar"},{"full_name":"Roesner, Franziska","last_name":"Roesner","first_name":"Franziska"},{"full_name":"Biega, Asia","last_name":"Biega","first_name":"Asia"}],"year":"2025","title":"Turning to Online Forums for Legal Information: A Case Study of GDPR’s Legitimate Interests","status":"public","publication_status":"published","date_updated":"2025-11-04T12:26:21Z"},{"type":"book_chapter","place":"Cham","date_created":"2025-11-14T05:50:14Z","citation":{"ama":"Jafari A, Platzner M. Ultra-Low Latency and Extreme-Throughput Echo State Neural Networks on FPGA. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-031-87995-1_11\">10.1007/978-3-031-87995-1_11</a>","bibtex":"@inbook{Jafari_Platzner_2025, place={Cham}, title={Ultra-Low Latency and Extreme-Throughput Echo State Neural Networks on FPGA}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-87995-1_11\">10.1007/978-3-031-87995-1_11</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Jafari, Atousa and Platzner, Marco}, year={2025} }","mla":"Jafari, Atousa, and Marco Platzner. “Ultra-Low Latency and Extreme-Throughput Echo State Neural Networks on FPGA.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-031-87995-1_11\">10.1007/978-3-031-87995-1_11</a>.","chicago":"Jafari, Atousa, and Marco Platzner. “Ultra-Low Latency and Extreme-Throughput Echo State Neural Networks on FPGA.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-031-87995-1_11\">https://doi.org/10.1007/978-3-031-87995-1_11</a>.","short":"A. Jafari, M. Platzner, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","apa":"Jafari, A., &#38; Platzner, M. (2025). Ultra-Low Latency and Extreme-Throughput Echo State Neural Networks on FPGA. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-87995-1_11\">https://doi.org/10.1007/978-3-031-87995-1_11</a>","ieee":"A. Jafari and M. Platzner, “Ultra-Low Latency and Extreme-Throughput Echo State Neural Networks on FPGA,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025."},"publication":"Lecture Notes in Computer Science","doi":"10.1007/978-3-031-87995-1_11","user_id":"99966","_id":"62186","language":[{"iso":"eng"}],"publisher":"Springer Nature Switzerland","date_updated":"2025-11-14T09:35:23Z","publication_status":"published","publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783031879944","9783031879951"]},"author":[{"full_name":"Jafari, Atousa","first_name":"Atousa","last_name":"Jafari"},{"full_name":"Platzner, Marco","first_name":"Marco","last_name":"Platzner"}],"year":"2025","status":"public","title":"Ultra-Low Latency and Extreme-Throughput Echo State Neural Networks on FPGA"},{"type":"book_chapter","keyword":["Decision Tree","OWL Class Expression Learning","Description Logic","Knowledge Graph","Large Language Model","Verbalizer"],"department":[{"_id":"34"},{"_id":"574"}],"date_created":"2025-11-28T14:09:17Z","abstract":[{"lang":"eng","text":"Learning  continuous  vector  representations  for  knowledge graphs has significantly improved state-of-the-art performances in many challenging tasks. Yet, deep-learning-based models are only post-hoc and locally explainable. In contrast, learning Web Ontology Language (OWL) class  expressions  in  Description  Logics  (DLs)  is  ante-hoc  and  globally explainable. However, state-of-the-art learners have two well-known lim-itations:  scaling  to  large  knowledge  graphs  and  handling  missing  infor-mation.  Here,  we  present  a  decision-tree-based  learner  (tDL)  to  learn Web  Ontology  Languages  (OWLs)  class  expressions  over  large  knowl-edge graphs, while imputing missing triples. Given positive and negative example individuals, tDL  firstly constructs unique OWL expressions in .SHOIN from  concise  bounded  descriptions  of  individuals.  Each  OWL class expression is used as a feature in a binary classification problem to represent input individuals. Thereafter, tDL  fits a CART decision tree to learn Boolean decision rules distinguishing positive examples from nega-tive examples. A final OWL expression in.SHOIN is built by traversing the  built  CART  decision  tree  from  the  root  node  to  leaf  nodes  for  each positive example. By this, tDL  can learn OWL class expressions without exploration, i.e., the number of queries to a knowledge graph is bounded by the number of input individuals. Our empirical results show that tDL outperforms  the  current state-of-the-art  models  across datasets. Impor-tantly, our experiments over a large knowledge graph (DBpedia with 1.1 billion triples) show that tDL  can effectively learn accurate OWL class expressions,  while  the  state-of-the-art  models  fail  to  return  any  results. Finally,  expressions  learned  by  tDL  can  be  seamlessly  translated  into natural language explanations using a pre-trained large language model and a DL verbalizer."}],"publication":"Lecture Notes in Computer Science","doi":"10.1007/978-3-032-06066-2_29","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2025-11-28T14:57:39Z","year":"2025","title":"Tree-Based OWL Class Expression Learner over Large Graphs","publication_identifier":{"isbn":["9783032060655","9783032060662"],"issn":["0302-9743","1611-3349"]},"author":[{"last_name":"Demir","first_name":"Caglar","full_name":"Demir, Caglar"},{"last_name":"Yekini","first_name":"Moshood","full_name":"Yekini, Moshood"},{"first_name":"Michael","last_name":"Röder","full_name":"Röder, Michael"},{"full_name":"Mahmood, Yasir","first_name":"Yasir","last_name":"Mahmood"},{"first_name":"Axel-Cyrille","last_name":"Ngonga Ngomo","full_name":"Ngonga Ngomo, Axel-Cyrille"}],"place":"Cham","project":[{"name":"SAIL - Nachhaltiger Lebenszyklus von intelligenten soziotechnischen Systemen","_id":"285"}],"citation":{"chicago":"Demir, Caglar, Moshood Yekini, Michael Röder, Yasir Mahmood, and Axel-Cyrille Ngonga Ngomo. “Tree-Based OWL Class Expression Learner over Large Graphs.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">https://doi.org/10.1007/978-3-032-06066-2_29</a>.","short":"C. Demir, M. Yekini, M. Röder, Y. Mahmood, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","apa":"Demir, C., Yekini, M., Röder, M., Mahmood, Y., &#38; Ngonga Ngomo, A.-C. (2025). Tree-Based OWL Class Expression Learner over Large Graphs. In <i>Lecture Notes in Computer Science</i>. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML PKDD, Porto, Portugal. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">https://doi.org/10.1007/978-3-032-06066-2_29</a>","ieee":"C. Demir, M. Yekini, M. Röder, Y. Mahmood, and A.-C. Ngonga Ngomo, “Tree-Based OWL Class Expression Learner over Large Graphs,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.","ama":"Demir C, Yekini M, Röder M, Mahmood Y, Ngonga Ngomo A-C. Tree-Based OWL Class Expression Learner over Large Graphs. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">10.1007/978-3-032-06066-2_29</a>","bibtex":"@inbook{Demir_Yekini_Röder_Mahmood_Ngonga Ngomo_2025, place={Cham}, title={Tree-Based OWL Class Expression Learner over Large Graphs}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">10.1007/978-3-032-06066-2_29</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Demir, Caglar and Yekini, Moshood and Röder, Michael and Mahmood, Yasir and Ngonga Ngomo, Axel-Cyrille}, year={2025} }","mla":"Demir, Caglar, et al. “Tree-Based OWL Class Expression Learner over Large Graphs.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">10.1007/978-3-032-06066-2_29</a>."},"user_id":"114533","publisher":"Springer Nature Switzerland","_id":"62701","status":"public","conference":{"location":"Porto, Portugal","start_date":"2025-09-15","name":"European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML PKDD","end_date":"2025-09-19"}},{"department":[{"_id":"574"},{"_id":"923"}],"type":"book_chapter","place":"Cham","date_created":"2026-01-06T09:53:58Z","citation":{"ama":"Pandit G, Röder M, Ngonga Ngomo A-C. Evaluating Approximate Nearest Neighbour Search Systems on Knowledge Graph Embeddings. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-031-94575-5_4\">10.1007/978-3-031-94575-5_4</a>","bibtex":"@inbook{Pandit_Röder_Ngonga Ngomo_2025, place={Cham}, title={Evaluating Approximate Nearest Neighbour Search Systems on Knowledge Graph Embeddings}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-94575-5_4\">10.1007/978-3-031-94575-5_4</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Pandit, Gaurav and Röder, Michael and Ngonga Ngomo, Axel-Cyrille}, year={2025} }","mla":"Pandit, Gaurav, et al. “Evaluating Approximate Nearest Neighbour Search Systems on Knowledge Graph Embeddings.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-031-94575-5_4\">10.1007/978-3-031-94575-5_4</a>.","chicago":"Pandit, Gaurav, Michael Röder, and Axel-Cyrille Ngonga Ngomo. “Evaluating Approximate Nearest Neighbour Search Systems on Knowledge Graph Embeddings.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-031-94575-5_4\">https://doi.org/10.1007/978-3-031-94575-5_4</a>.","short":"G. Pandit, M. Röder, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","apa":"Pandit, G., Röder, M., &#38; Ngonga Ngomo, A.-C. (2025). Evaluating Approximate Nearest Neighbour Search Systems on Knowledge Graph Embeddings. In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-94575-5_4\">https://doi.org/10.1007/978-3-031-94575-5_4</a>","ieee":"G. Pandit, M. Röder, and A.-C. Ngonga Ngomo, “Evaluating Approximate Nearest Neighbour Search Systems on Knowledge Graph Embeddings,” in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025."},"publication":"Lecture Notes in Computer Science","doi":"10.1007/978-3-031-94575-5_4","user_id":"67199","_id":"63507","publisher":"Springer Nature Switzerland","language":[{"iso":"eng"}],"date_updated":"2026-01-06T09:55:26Z","publication_status":"published","publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783031945748","9783031945755"]},"author":[{"last_name":"Pandit","first_name":"Gaurav","full_name":"Pandit, Gaurav"},{"full_name":"Röder, Michael","first_name":"Michael","orcid":"https://orcid.org/0000-0002-8609-8277","last_name":"Röder","id":"67199"},{"id":"65716","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille","full_name":"Ngonga Ngomo, Axel-Cyrille"}],"status":"public","year":"2025","title":"Evaluating Approximate Nearest Neighbour Search Systems on Knowledge Graph Embeddings"},{"citation":{"bibtex":"@inproceedings{Demir_Yekini_Röder_Mahmood_Ngonga Ngomo_2025, place={Cham}, title={Tree-Based OWL Class Expression Learner over Large Graphs}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">10.1007/978-3-032-06066-2_29</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Demir, Caglar and Yekini, Moshood Olawale and Röder, Michael and Mahmood, Yasir and Ngonga Ngomo, Axel-Cyrille}, year={2025} }","ama":"Demir C, Yekini MO, Röder M, Mahmood Y, Ngonga Ngomo A-C. Tree-Based OWL Class Expression Learner over Large Graphs. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">10.1007/978-3-032-06066-2_29</a>","mla":"Demir, Caglar, et al. “Tree-Based OWL Class Expression Learner over Large Graphs.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">10.1007/978-3-032-06066-2_29</a>.","chicago":"Demir, Caglar, Moshood Olawale Yekini, Michael Röder, Yasir Mahmood, and Axel-Cyrille Ngonga Ngomo. “Tree-Based OWL Class Expression Learner over Large Graphs.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">https://doi.org/10.1007/978-3-032-06066-2_29</a>.","short":"C. Demir, M.O. Yekini, M. Röder, Y. Mahmood, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","ieee":"C. Demir, M. O. Yekini, M. Röder, Y. Mahmood, and A.-C. Ngonga Ngomo, “Tree-Based OWL Class Expression Learner over Large Graphs,” presented at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Porto, 2025, doi: <a href=\"https://doi.org/10.1007/978-3-032-06066-2_29\">10.1007/978-3-032-06066-2_29</a>.","apa":"Demir, C., Yekini, M. O., Röder, M., Mahmood, Y., &#38; Ngonga Ngomo, A.-C. (2025). Tree-Based OWL Class Expression Learner over Large Graphs. <i>Lecture Notes in Computer Science</i>. 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Kapoor, A. Sharma, M. Röder, C. Demir, and A.-C. Ngonga Ngomo, “Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks,” 2025, doi: <a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">10.1007/978-3-031-94575-5_15</a>.","apa":"Kapoor, S., Sharma, A., Röder, M., Demir, C., &#38; Ngonga Ngomo, A.-C. (2025). Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks. <i>Lecture Notes in Computer Science</i>. <a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">https://doi.org/10.1007/978-3-031-94575-5_15</a>","chicago":"Kapoor, Sourabh, Arnab Sharma, Michael Röder, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Robustness Evaluation of Knowledge Graph Embedding Models Under Non-Targeted Attacks.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">https://doi.org/10.1007/978-3-031-94575-5_15</a>.","short":"S. Kapoor, A. Sharma, M. 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Memariani, M. Röder, A. Sharma, C. Demir, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","ama":"Memariani A, Röder M, Sharma A, Demir C, Ngonga Ngomo A-C. Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help? In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">10.1007/978-3-032-09527-5_6</a>","chicago":"Memariani, Adel, Michael Röder, Arnab Sharma, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Link Prediction Under Non-Targeted Attacks: Do Soft Labels Always Help?” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">https://doi.org/10.1007/978-3-032-09527-5_6</a>.","ieee":"A. Memariani, M. Röder, A. Sharma, C. Demir, and A.-C. 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