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Jafari, M. Awais, and M. Platzner, “A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation,” 2025, doi: <a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>.","ama":"Hadipour AH, Jafari A, Awais M, Platzner M. A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation. In: <i>2025 IEEE 28th International Symposium on Design and Diagnostics of Electronic Circuits and Systems (DDECS)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/ddecs63720.2025.11006769\">10.1109/ddecs63720.2025.11006769</a>"},"publication_status":"published","title":"A Two-Stage Approximation Methodology for Efficient DNN Hardware Implementation","doi":"10.1109/ddecs63720.2025.11006769","date_updated":"2025-10-30T10:08:50Z","publisher":"IEEE","author":[{"first_name":"Amir Hossein","full_name":"Hadipour, Amir Hossein","last_name":"Hadipour"},{"full_name":"Jafari, Atousa","last_name":"Jafari","first_name":"Atousa"},{"last_name":"Awais","full_name":"Awais, Muhammad","first_name":"Muhammad"},{"full_name":"Platzner, Marco","last_name":"Platzner","first_name":"Marco"}],"date_created":"2025-10-30T10:07:11Z"},{"_id":"61102","department":[{"_id":"632"},{"_id":"632"}],"user_id":"68826","status":"public","publication":"34th USENIX Security Symposium (USENIX Security 25)","type":"conference","title":"STEK Sharing is Not Caring: Bypassing TLS Authentication in Web Servers using Session Tickets","date_updated":"2025-11-03T10:04:46Z","date_created":"2025-08-31T12:33:33Z","author":[{"last_name":"Hebrok","full_name":"Hebrok, Sven","first_name":"Sven"},{"last_name":"Storm","full_name":"Storm, Tim Leonhard","first_name":"Tim Leonhard"},{"first_name":"Felix Matthias","last_name":"Cramer","full_name":"Cramer, Felix Matthias"},{"full_name":"Radoy, Maximilian","last_name":"Radoy","first_name":"Maximilian"},{"first_name":"Juraj","full_name":"Somorovsky, Juraj","last_name":"Somorovsky"}],"year":"2025","page":"8017–8034","citation":{"apa":"Hebrok, S., Storm, T. L., Cramer, F. M., Radoy, M., &#38; Somorovsky, J. (2025). STEK Sharing is Not Caring: Bypassing TLS Authentication in Web Servers using Session Tickets. <i>34th USENIX Security Symposium (USENIX Security 25)</i>, 8017–8034.","short":"S. Hebrok, T.L. Storm, F.M. Cramer, M. Radoy, J. Somorovsky, in: 34th USENIX Security Symposium (USENIX Security 25), 2025, pp. 8017–8034.","bibtex":"@inproceedings{Hebrok_Storm_Cramer_Radoy_Somorovsky_2025, title={STEK Sharing is Not Caring: Bypassing TLS Authentication in Web Servers using Session Tickets}, booktitle={34th USENIX Security Symposium (USENIX Security 25)}, author={Hebrok, Sven and Storm, Tim Leonhard and Cramer, Felix Matthias and Radoy, Maximilian and Somorovsky, Juraj}, year={2025}, pages={8017–8034} }","mla":"Hebrok, Sven, et al. “STEK Sharing Is Not Caring: Bypassing TLS Authentication in Web Servers Using Session Tickets.” <i>34th USENIX Security Symposium (USENIX Security 25)</i>, 2025, pp. 8017–8034.","ieee":"S. Hebrok, T. L. Storm, F. M. Cramer, M. Radoy, and J. Somorovsky, “STEK Sharing is Not Caring: Bypassing TLS Authentication in Web Servers using Session Tickets,” in <i>34th USENIX Security Symposium (USENIX Security 25)</i>, 2025, pp. 8017–8034.","chicago":"Hebrok, Sven, Tim Leonhard Storm, Felix Matthias Cramer, Maximilian Radoy, and Juraj Somorovsky. “STEK Sharing Is Not Caring: Bypassing TLS Authentication in Web Servers Using Session Tickets.” In <i>34th USENIX Security Symposium (USENIX Security 25)</i>, 8017–8034, 2025.","ama":"Hebrok S, Storm TL, Cramer FM, Radoy M, Somorovsky J. STEK Sharing is Not Caring: Bypassing TLS Authentication in Web Servers using Session Tickets. In: <i>34th USENIX Security Symposium (USENIX Security 25)</i>. ; 2025:8017–8034."}},{"publication_identifier":{"issn":["0304-3975"]},"publication_status":"published","year":"2025","intvolume":"      1057","citation":{"ama":"Hinnenthal K, Liedtke DJ, Scheideler C. Efficient shape formation by 3D hybrid programmable matter: An algorithm for low diameter intermediate structures. <i>Theoretical Computer Science</i>. 2025;1057. doi:<a href=\"https://doi.org/10.1016/j.tcs.2025.115552\">10.1016/j.tcs.2025.115552</a>","ieee":"K. Hinnenthal, D. J. Liedtke, and C. Scheideler, “Efficient shape formation by 3D hybrid programmable matter: An algorithm for low diameter intermediate structures,” <i>Theoretical Computer Science</i>, vol. 1057, Art. no. 115552, 2025, doi: <a href=\"https://doi.org/10.1016/j.tcs.2025.115552\">10.1016/j.tcs.2025.115552</a>.","chicago":"Hinnenthal, Kristian, David Jan Liedtke, and Christian Scheideler. “Efficient Shape Formation by 3D Hybrid Programmable Matter: An Algorithm for Low Diameter Intermediate Structures.” <i>Theoretical Computer Science</i> 1057 (2025). <a href=\"https://doi.org/10.1016/j.tcs.2025.115552\">https://doi.org/10.1016/j.tcs.2025.115552</a>.","mla":"Hinnenthal, Kristian, et al. “Efficient Shape Formation by 3D Hybrid Programmable Matter: An Algorithm for Low Diameter Intermediate Structures.” <i>Theoretical Computer Science</i>, vol. 1057, 115552, Elsevier BV, 2025, doi:<a href=\"https://doi.org/10.1016/j.tcs.2025.115552\">10.1016/j.tcs.2025.115552</a>.","short":"K. Hinnenthal, D.J. Liedtke, C. Scheideler, Theoretical Computer Science 1057 (2025).","bibtex":"@article{Hinnenthal_Liedtke_Scheideler_2025, title={Efficient shape formation by 3D hybrid programmable matter: An algorithm for low diameter intermediate structures}, volume={1057}, DOI={<a href=\"https://doi.org/10.1016/j.tcs.2025.115552\">10.1016/j.tcs.2025.115552</a>}, number={115552}, journal={Theoretical Computer Science}, publisher={Elsevier BV}, author={Hinnenthal, Kristian and Liedtke, David Jan and Scheideler, Christian}, year={2025} }","apa":"Hinnenthal, K., Liedtke, D. J., &#38; Scheideler, C. (2025). Efficient shape formation by 3D hybrid programmable matter: An algorithm for low diameter intermediate structures. <i>Theoretical Computer Science</i>, <i>1057</i>, Article 115552. <a href=\"https://doi.org/10.1016/j.tcs.2025.115552\">https://doi.org/10.1016/j.tcs.2025.115552</a>"},"publisher":"Elsevier BV","date_updated":"2025-11-03T10:21:52Z","volume":1057,"date_created":"2025-11-03T10:19:53Z","author":[{"first_name":"Kristian","last_name":"Hinnenthal","full_name":"Hinnenthal, Kristian","id":"32229"},{"last_name":"Liedtke","id":"55557","full_name":"Liedtke, David Jan","first_name":"David Jan"},{"first_name":"Christian","full_name":"Scheideler, Christian","id":"20792","last_name":"Scheideler"}],"title":"Efficient shape formation by 3D hybrid programmable matter: An algorithm for low diameter intermediate structures","doi":"10.1016/j.tcs.2025.115552","publication":"Theoretical Computer Science","type":"journal_article","status":"public","_id":"62051","department":[{"_id":"79"}],"user_id":"55557","article_number":"115552","language":[{"iso":"eng"}]},{"status":"public","type":"journal_article","article_number":"772","_id":"62064","department":[{"_id":"27"},{"_id":"518"}],"user_id":"3145","intvolume":"        81","citation":{"mla":"Büttner, Markus, et al. “Analyzing Performance Portability for a SYCL Implementation of the 2D Shallow Water Equations.” <i>The Journal of Supercomputing</i>, vol. 81, no. 6, 772, Springer Science and Business Media LLC, 2025, doi:<a href=\"https://doi.org/10.1007/s11227-025-07063-7\">10.1007/s11227-025-07063-7</a>.","short":"M. Büttner, C. Alt, T. Kenter, H. Köstler, C. Plessl, V. Aizinger, The Journal of Supercomputing 81 (2025).","bibtex":"@article{Büttner_Alt_Kenter_Köstler_Plessl_Aizinger_2025, title={Analyzing performance portability for a SYCL implementation of the 2D shallow water equations}, volume={81}, DOI={<a href=\"https://doi.org/10.1007/s11227-025-07063-7\">10.1007/s11227-025-07063-7</a>}, number={6772}, journal={The Journal of Supercomputing}, publisher={Springer Science and Business Media LLC}, author={Büttner, Markus and Alt, Christoph and Kenter, Tobias and Köstler, Harald and Plessl, Christian and Aizinger, Vadym}, year={2025} }","apa":"Büttner, M., Alt, C., Kenter, T., Köstler, H., Plessl, C., &#38; Aizinger, V. (2025). Analyzing performance portability for a SYCL implementation of the 2D shallow water equations. <i>The Journal of Supercomputing</i>, <i>81</i>(6), Article 772. <a href=\"https://doi.org/10.1007/s11227-025-07063-7\">https://doi.org/10.1007/s11227-025-07063-7</a>","ama":"Büttner M, Alt C, Kenter T, Köstler H, Plessl C, Aizinger V. Analyzing performance portability for a SYCL implementation of the 2D shallow water equations. <i>The Journal of Supercomputing</i>. 2025;81(6). doi:<a href=\"https://doi.org/10.1007/s11227-025-07063-7\">10.1007/s11227-025-07063-7</a>","chicago":"Büttner, Markus, Christoph Alt, Tobias Kenter, Harald Köstler, Christian Plessl, and Vadym Aizinger. “Analyzing Performance Portability for a SYCL Implementation of the 2D Shallow Water Equations.” <i>The Journal of Supercomputing</i> 81, no. 6 (2025). <a href=\"https://doi.org/10.1007/s11227-025-07063-7\">https://doi.org/10.1007/s11227-025-07063-7</a>.","ieee":"M. Büttner, C. Alt, T. Kenter, H. Köstler, C. Plessl, and V. Aizinger, “Analyzing performance portability for a SYCL implementation of the 2D shallow water equations,” <i>The Journal of Supercomputing</i>, vol. 81, no. 6, Art. no. 772, 2025, doi: <a href=\"https://doi.org/10.1007/s11227-025-07063-7\">10.1007/s11227-025-07063-7</a>."},"publication_identifier":{"issn":["1573-0484"]},"publication_status":"published","doi":"10.1007/s11227-025-07063-7","main_file_link":[{"open_access":"1"}],"date_updated":"2025-11-04T09:48:10Z","oa":"1","volume":81,"author":[{"first_name":"Markus","last_name":"Büttner","full_name":"Büttner, Markus"},{"first_name":"Christoph","last_name":"Alt","full_name":"Alt, Christoph","id":"100625"},{"first_name":"Tobias","id":"3145","full_name":"Kenter, Tobias","last_name":"Kenter"},{"last_name":"Köstler","full_name":"Köstler, Harald","first_name":"Harald"},{"orcid":"0000-0001-5728-9982","last_name":"Plessl","id":"16153","full_name":"Plessl, Christian","first_name":"Christian"},{"first_name":"Vadym","last_name":"Aizinger","full_name":"Aizinger, Vadym"}],"abstract":[{"lang":"eng","text":"SYCL is an open standard for targeting heterogeneous hardware from C++. In this work, we evaluate a SYCL implementation for a discontinuous Galerkin discretization of the 2D shallow water equations targeting CPUs, GPUs, and also FPGAs. The discretization uses polynomial orders zero to two on unstructured triangular meshes. Separating memory accesses from the numerical code allow us to optimize data accesses for the target architecture. A performance analysis shows good portability across x86 and ARM CPUs, GPUs from different vendors, and even two variants of Intel Stratix 10 FPGAs. Measuring the energy to solution shows that GPUs yield an up to 10x higher energy efficiency in terms of degrees of freedom per joule compared to CPUs. With custom designed caches, FPGAs offer a meaningful complement to the other architectures with particularly good computational performance on smaller meshes. FPGAs with High Bandwidth Memory are less affected by bandwidth issues and have similar energy efficiency as latest generation CPUs."}],"publication":"The Journal of Supercomputing","language":[{"iso":"eng"}],"year":"2025","quality_controlled":"1","issue":"6","title":"Analyzing performance portability for a SYCL implementation of the 2D shallow water equations","publisher":"Springer Science and Business Media LLC","date_created":"2025-11-04T09:37:50Z"},{"abstract":[{"text":"In the context of high-performance computing (HPC) for distributed workloads, individual field-programmable gate arrays (FPGAs) need efficient ways to exchange data, which requires network infrastructure and software abstractions. Dedicated multi-FPGA clusters provide inter-FPGA networks for direct device to device communication. The oneAPI high-level synthesis toolchain offers I/O pipes to allow user kernels to interact with the networking ports of the FPGA board. In this work, we evaluate using oneAPI I/O pipes for direct FPGA-to-FPGA communication by scaling a SYCL implementation of a Jacobi solver on up to 25 FPGAs in the Noctua 2 cluster. We see good results in weak and strong scaling experiments.","lang":"eng"}],"publication":"Proceedings of the 13th International Workshop on OpenCL and SYCL","keyword":["Multi-FPGA","High-level Synthesis","oneAPI","FPGA"],"language":[{"iso":"eng"}],"year":"2025","quality_controlled":"1","title":"Evaluating oneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to multiple FPGAs","publisher":"Association for Computing Machinery","date_created":"2025-11-04T09:45:23Z","status":"public","type":"conference","_id":"62066","project":[{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"department":[{"_id":"27"},{"_id":"518"}],"user_id":"3145","series_title":"IWOCL ’25","place":"New York, NY, USA","citation":{"apa":"Alt, C., Plessl, C., &#38; Kenter, T. (2025). Evaluating oneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to multiple FPGAs. <i>Proceedings of the 13th International Workshop on OpenCL and SYCL</i>. <a href=\"https://doi.org/10.1145/3731125.3731131\">https://doi.org/10.1145/3731125.3731131</a>","bibtex":"@inproceedings{Alt_Plessl_Kenter_2025, place={New York, NY, USA}, series={IWOCL ’25}, title={Evaluating oneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to multiple FPGAs}, DOI={<a href=\"https://doi.org/10.1145/3731125.3731131\">10.1145/3731125.3731131</a>}, booktitle={Proceedings of the 13th International Workshop on OpenCL and SYCL}, publisher={Association for Computing Machinery}, author={Alt, Christoph and Plessl, Christian and Kenter, Tobias}, year={2025}, collection={IWOCL ’25} }","mla":"Alt, Christoph, et al. “Evaluating OneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to Multiple FPGAs.” <i>Proceedings of the 13th International Workshop on OpenCL and SYCL</i>, Association for Computing Machinery, 2025, doi:<a href=\"https://doi.org/10.1145/3731125.3731131\">10.1145/3731125.3731131</a>.","short":"C. Alt, C. Plessl, T. Kenter, in: Proceedings of the 13th International Workshop on OpenCL and SYCL, Association for Computing Machinery, New York, NY, USA, 2025.","ieee":"C. Alt, C. Plessl, and T. Kenter, “Evaluating oneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to multiple FPGAs,” 2025, doi: <a href=\"https://doi.org/10.1145/3731125.3731131\">10.1145/3731125.3731131</a>.","chicago":"Alt, Christoph, Christian Plessl, and Tobias Kenter. “Evaluating OneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to Multiple FPGAs.” In <i>Proceedings of the 13th International Workshop on OpenCL and SYCL</i>. IWOCL ’25. New York, NY, USA: Association for Computing Machinery, 2025. <a href=\"https://doi.org/10.1145/3731125.3731131\">https://doi.org/10.1145/3731125.3731131</a>.","ama":"Alt C, Plessl C, Kenter T. Evaluating oneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to multiple FPGAs. In: <i>Proceedings of the 13th International Workshop on OpenCL and SYCL</i>. IWOCL ’25. Association for Computing Machinery; 2025. doi:<a href=\"https://doi.org/10.1145/3731125.3731131\">10.1145/3731125.3731131</a>"},"publication_identifier":{"isbn":["9798400713606"]},"doi":"10.1145/3731125.3731131","main_file_link":[{"open_access":"1"}],"oa":"1","date_updated":"2025-11-04T09:47:26Z","author":[{"last_name":"Alt","full_name":"Alt, Christoph","id":"100625","first_name":"Christoph"},{"first_name":"Christian","id":"16153","full_name":"Plessl, Christian","orcid":"0000-0001-5728-9982","last_name":"Plessl"},{"first_name":"Tobias","full_name":"Kenter, Tobias","id":"3145","last_name":"Kenter"}]},{"language":[{"iso":"eng"}],"_id":"62065","project":[{"_id":"52","name":"Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"department":[{"_id":"27"},{"_id":"518"}],"user_id":"3145","status":"public","publication":"2025 IEEE High Performance Extreme Computing Conference (HPEC)","type":"conference","title":"Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods","doi":"10.1109/hpec67600.2025.11196195","date_updated":"2025-11-04T09:48:46Z","publisher":"IEEE","author":[{"full_name":"Sundriyal, Shivam","last_name":"Sundriyal","first_name":"Shivam"},{"first_name":"Markus","full_name":"Büttner, Markus","last_name":"Büttner"},{"first_name":"Christoph","last_name":"Alt","full_name":"Alt, Christoph","id":"100625"},{"first_name":"Tobias","last_name":"Kenter","id":"3145","full_name":"Kenter, Tobias"},{"last_name":"Aizinger","full_name":"Aizinger, Vadym","first_name":"Vadym"}],"date_created":"2025-11-04T09:43:18Z","year":"2025","citation":{"short":"S. Sundriyal, M. Büttner, C. Alt, T. Kenter, V. Aizinger, in: 2025 IEEE High Performance Extreme Computing Conference (HPEC), IEEE, 2025.","bibtex":"@inproceedings{Sundriyal_Büttner_Alt_Kenter_Aizinger_2025, title={Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods}, DOI={<a href=\"https://doi.org/10.1109/hpec67600.2025.11196195\">10.1109/hpec67600.2025.11196195</a>}, booktitle={2025 IEEE High Performance Extreme Computing Conference (HPEC)}, publisher={IEEE}, author={Sundriyal, Shivam and Büttner, Markus and Alt, Christoph and Kenter, Tobias and Aizinger, Vadym}, year={2025} }","mla":"Sundriyal, Shivam, et al. “Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods.” <i>2025 IEEE High Performance Extreme Computing Conference (HPEC)</i>, IEEE, 2025, doi:<a href=\"https://doi.org/10.1109/hpec67600.2025.11196195\">10.1109/hpec67600.2025.11196195</a>.","apa":"Sundriyal, S., Büttner, M., Alt, C., Kenter, T., &#38; Aizinger, V. (2025). Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods. <i>2025 IEEE High Performance Extreme Computing Conference (HPEC)</i>. <a href=\"https://doi.org/10.1109/hpec67600.2025.11196195\">https://doi.org/10.1109/hpec67600.2025.11196195</a>","ama":"Sundriyal S, Büttner M, Alt C, Kenter T, Aizinger V. Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods. In: <i>2025 IEEE High Performance Extreme Computing Conference (HPEC)</i>. IEEE; 2025. doi:<a href=\"https://doi.org/10.1109/hpec67600.2025.11196195\">10.1109/hpec67600.2025.11196195</a>","ieee":"S. Sundriyal, M. Büttner, C. Alt, T. Kenter, and V. Aizinger, “Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods,” 2025, doi: <a href=\"https://doi.org/10.1109/hpec67600.2025.11196195\">10.1109/hpec67600.2025.11196195</a>.","chicago":"Sundriyal, Shivam, Markus Büttner, Christoph Alt, Tobias Kenter, and Vadym Aizinger. “Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods.” In <i>2025 IEEE High Performance Extreme Computing Conference (HPEC)</i>. IEEE, 2025. <a href=\"https://doi.org/10.1109/hpec67600.2025.11196195\">https://doi.org/10.1109/hpec67600.2025.11196195</a>."},"quality_controlled":"1","publication_status":"published"},{"user_id":"76787","department":[{"_id":"574"}],"_id":"62119","language":[{"iso":"eng"}],"keyword":["Srivastava ali dice enexa firmansyah ihtassine ngonga sailproject sherif whale"],"type":"conference","publication":"Proceedings of the 12th Knowledge Capture Conference 2025, {K-CAP} 2025, The Thirteenth International Conference on Knowledge Capture, December 10 - 12, 2025, Dayton, Ohio, USA","status":"public","author":[{"first_name":"Reda","full_name":"Ihtassine, Reda","id":"103911","last_name":"Ihtassine"},{"full_name":"Firmansyah, Asep Fajar","id":"76787","last_name":"Firmansyah","first_name":"Asep Fajar"},{"orcid":"0009-0004-5164-4911","last_name":"Srivastava","full_name":"Srivastava, Nikit","id":"70066","first_name":"Nikit"},{"first_name":"Manzoor","full_name":"Ali, Manzoor","last_name":"Ali"},{"full_name":"Ngonga Ngomo, Axel-Cyrille","id":"65716","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille"},{"first_name":"Mohamed","id":"67234","full_name":"Sherif, Mohamed","orcid":"https://orcid.org/0000-0002-9927-2203","last_name":"Sherif"}],"date_created":"2025-11-06T15:13:39Z","publisher":"ACM","date_updated":"2025-11-06T15:19:28Z","title":"NL2LS: LLM-based Automatic Linking of Knowledge Graphs","citation":{"ama":"Ihtassine R, Firmansyah AF, Srivastava N, Ali M, Ngonga Ngomo A-C, Sherif M. NL2LS: LLM-based Automatic Linking of Knowledge Graphs. In: <i>Proceedings of the 12th Knowledge Capture Conference 2025, {K-CAP} 2025, The Thirteenth International Conference on Knowledge Capture, December 10 - 12, 2025, Dayton, Ohio, USA</i>. ACM; 2025.","chicago":"Ihtassine, Reda, Asep Fajar Firmansyah, Nikit Srivastava, Manzoor Ali, Axel-Cyrille Ngonga Ngomo, and Mohamed Sherif. “NL2LS: LLM-Based Automatic Linking of Knowledge Graphs.” In <i>Proceedings of the 12th Knowledge Capture Conference 2025, {K-CAP} 2025, The Thirteenth International Conference on Knowledge Capture, December 10 - 12, 2025, Dayton, Ohio, USA</i>. ACM, 2025.","ieee":"R. Ihtassine, A. F. Firmansyah, N. Srivastava, M. Ali, A.-C. Ngonga Ngomo, and M. Sherif, “NL2LS: LLM-based Automatic Linking of Knowledge Graphs,” 2025.","mla":"Ihtassine, Reda, et al. “NL2LS: LLM-Based Automatic Linking of Knowledge Graphs.” <i>Proceedings of the 12th Knowledge Capture Conference 2025, {K-CAP} 2025, The Thirteenth International Conference on Knowledge Capture, December 10 - 12, 2025, Dayton, Ohio, USA</i>, ACM, 2025.","bibtex":"@inproceedings{Ihtassine_Firmansyah_Srivastava_Ali_Ngonga Ngomo_Sherif_2025, title={NL2LS: LLM-based Automatic Linking of Knowledge Graphs}, booktitle={Proceedings of the 12th Knowledge Capture Conference 2025, {K-CAP} 2025, The Thirteenth International Conference on Knowledge Capture, December 10 - 12, 2025, Dayton, Ohio, USA}, publisher={ACM}, author={Ihtassine, Reda and Firmansyah, Asep Fajar and Srivastava, Nikit and Ali, Manzoor and Ngonga Ngomo, Axel-Cyrille and Sherif, Mohamed}, year={2025} }","short":"R. Ihtassine, A.F. Firmansyah, N. Srivastava, M. Ali, A.-C. Ngonga Ngomo, M. Sherif, in: Proceedings of the 12th Knowledge Capture Conference 2025, {K-CAP} 2025, The Thirteenth International Conference on Knowledge Capture, December 10 - 12, 2025, Dayton, Ohio, USA, ACM, 2025.","apa":"Ihtassine, R., Firmansyah, A. F., Srivastava, N., Ali, M., Ngonga Ngomo, A.-C., &#38; Sherif, M. (2025). NL2LS: LLM-based Automatic Linking of Knowledge Graphs. <i>Proceedings of the 12th Knowledge Capture Conference 2025, {K-CAP} 2025, The Thirteenth International Conference on Knowledge Capture, December 10 - 12, 2025, Dayton, Ohio, USA</i>."},"year":"2025"},{"user_id":"15782","department":[{"_id":"563"}],"_id":"62138","language":[{"iso":"eng"}],"article_number":"4271","type":"journal_article","publication":"Electronics","status":"public","abstract":[{"text":"<jats:p>This paper presents a comprehensive design framework for Enterprise Architecture aimed at facilitating decision-driven analytics in smart factories. The motivation behind this research lies in challenges faced by manufacturing companies, such as skilled labor shortages and increasing global competition, alongside the imperative for sustainable production. This journal provides a novel approach for designing and documenting prescriptive analytics use cases in manufacturing environments. The framework addresses the need for effective integration of advanced data analytics and prescriptive analytics solutions within existing production environments, thereby enhancing operational efficiency and decision-making processes. A Design Science Research approach is used to iteratively derive a framework based on stakeholder needs and activities along the prescriptive analytics use case development cycle. The resulting framework is demonstrated and evaluated in an IoT Factory setup in a research facility. From a practical perspective, the framework supports manufacturing companies in systematically designing prescriptive analytics use cases. From a research perspective, it contributes to the body of knowledge on Enterprise Architecture Management (EAM) by operationalizing the design of prescriptive analytics use cases in manufacturing contexts. The main contributions of this study include the development of a framework that supports the planning, design, and integration of prescriptive analytics use cases. This framework fosters interdisciplinary collaboration and aids in managing the complexity of data-driven projects.</jats:p>","lang":"eng"}],"author":[{"full_name":"Weller, Julian","last_name":"Weller","first_name":"Julian"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"}],"date_created":"2025-11-07T14:42:07Z","volume":14,"publisher":"MDPI AG","date_updated":"2025-11-07T14:42:32Z","doi":"10.3390/electronics14214271","title":"Decision-Driven Analytics in Smart Factories: Enterprise Architecture Framework for Use Case Specification and Engineering (FUSE)","issue":"21","publication_status":"published","publication_identifier":{"issn":["2079-9292"]},"citation":{"ieee":"J. Weller and R. Dumitrescu, “Decision-Driven Analytics in Smart Factories: Enterprise Architecture Framework for Use Case Specification and Engineering (FUSE),” <i>Electronics</i>, vol. 14, no. 21, Art. no. 4271, 2025, doi: <a href=\"https://doi.org/10.3390/electronics14214271\">10.3390/electronics14214271</a>.","chicago":"Weller, Julian, and Roman Dumitrescu. “Decision-Driven Analytics in Smart Factories: Enterprise Architecture Framework for Use Case Specification and Engineering (FUSE).” <i>Electronics</i> 14, no. 21 (2025). <a href=\"https://doi.org/10.3390/electronics14214271\">https://doi.org/10.3390/electronics14214271</a>.","ama":"Weller J, Dumitrescu R. Decision-Driven Analytics in Smart Factories: Enterprise Architecture Framework for Use Case Specification and Engineering (FUSE). <i>Electronics</i>. 2025;14(21). doi:<a href=\"https://doi.org/10.3390/electronics14214271\">10.3390/electronics14214271</a>","mla":"Weller, Julian, and Roman Dumitrescu. “Decision-Driven Analytics in Smart Factories: Enterprise Architecture Framework for Use Case Specification and Engineering (FUSE).” <i>Electronics</i>, vol. 14, no. 21, 4271, MDPI AG, 2025, doi:<a href=\"https://doi.org/10.3390/electronics14214271\">10.3390/electronics14214271</a>.","short":"J. Weller, R. Dumitrescu, Electronics 14 (2025).","bibtex":"@article{Weller_Dumitrescu_2025, title={Decision-Driven Analytics in Smart Factories: Enterprise Architecture Framework for Use Case Specification and Engineering (FUSE)}, volume={14}, DOI={<a href=\"https://doi.org/10.3390/electronics14214271\">10.3390/electronics14214271</a>}, number={214271}, journal={Electronics}, publisher={MDPI AG}, author={Weller, Julian and Dumitrescu, Roman}, year={2025} }","apa":"Weller, J., &#38; Dumitrescu, R. (2025). Decision-Driven Analytics in Smart Factories: Enterprise Architecture Framework for Use Case Specification and Engineering (FUSE). <i>Electronics</i>, <i>14</i>(21), Article 4271. <a href=\"https://doi.org/10.3390/electronics14214271\">https://doi.org/10.3390/electronics14214271</a>"},"intvolume":"        14","year":"2025"},{"type":"bachelorsthesis","status":"public","user_id":"15578","department":[{"_id":"34"},{"_id":"7"},{"_id":"79"}],"_id":"62247","language":[{"iso":"eng"}],"citation":{"ama":"Werner F. <i>Monoton Erreichbarer Delaunaygraph</i>.; 2025.","chicago":"Werner, Felix. <i>Monoton Erreichbarer Delaunaygraph</i>, 2025.","ieee":"F. Werner, <i>Monoton erreichbarer Delaunaygraph</i>. 2025.","short":"F. Werner, Monoton Erreichbarer Delaunaygraph, 2025.","bibtex":"@book{Werner_2025, title={Monoton erreichbarer Delaunaygraph}, author={Werner, Felix}, year={2025} }","mla":"Werner, Felix. <i>Monoton Erreichbarer Delaunaygraph</i>. 2025.","apa":"Werner, F. (2025). <i>Monoton erreichbarer Delaunaygraph</i>."},"year":"2025","date_created":"2025-11-19T09:13:37Z","author":[{"first_name":"Felix","last_name":"Werner","full_name":"Werner, Felix"}],"supervisor":[{"last_name":"Scheideler","id":"20792","full_name":"Scheideler, Christian","first_name":"Christian"}],"date_updated":"2025-11-19T09:15:02Z","title":"Monoton erreichbarer Delaunaygraph"},{"status":"public","type":"mastersthesis","language":[{"iso":"eng"}],"department":[{"_id":"78"}],"user_id":"68801","_id":"62268","citation":{"short":"P. Bengaluru Amarnath, Design and Integration of Intra-Process Communication for ROS 2 into ReconROS, Paderborn University, 2025.","bibtex":"@book{Bengaluru Amarnath_2025, title={Design and Integration of Intra-Process Communication for ROS 2 into ReconROS}, publisher={Paderborn University}, author={Bengaluru Amarnath, Prajwal}, year={2025} }","mla":"Bengaluru Amarnath, Prajwal. <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University, 2025.","apa":"Bengaluru Amarnath, P. (2025). <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University.","ama":"Bengaluru Amarnath P. <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University; 2025.","ieee":"P. Bengaluru Amarnath, <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University, 2025.","chicago":"Bengaluru Amarnath, Prajwal. <i>Design and Integration of Intra-Process Communication for ROS 2 into ReconROS</i>. Paderborn University, 2025."},"year":"2025","title":"Design and Integration of Intra-Process Communication for ROS 2 into ReconROS","supervisor":[{"last_name":"Platzner","full_name":"Platzner, Marco","id":"398","first_name":"Marco"},{"id":"68801","full_name":"Nowosad, Alexander Philipp","last_name":"Nowosad","orcid":"0009-0009-3783-3843","first_name":"Alexander Philipp"}],"date_created":"2025-11-20T10:15:20Z","author":[{"first_name":"Prajwal","last_name":"Bengaluru Amarnath","full_name":"Bengaluru Amarnath, Prajwal"}],"date_updated":"2025-11-20T10:17:09Z","publisher":"Paderborn University"},{"abstract":[{"lang":"eng","text":"<jats:title>ABSTRACT:</jats:title><jats:p>The importance of the circular economy as an alternative to today’s prevailing linear economy is recognised in both industry and research. Product designers are having a major influence on this transition by adapting the characteristics of physical products in the early phases of the product development process. However, most products follow a linear approach and are far from being circular. This paper aims to identify the challenges that product designers face when designing circular products. Building on a developed understanding of related terms in circular product design, an exploratory literature review is conducted. The results help to gain an overview and understanding of the challenges that need to be addressed. Therefore, further research directions are derived to support the transition from linear to circular products in the long term.</jats:p>"}],"status":"public","publication":"Proceedings of the Design Society","type":"conference","language":[{"iso":"eng"}],"_id":"61950","department":[{"_id":"563"}],"user_id":"15782","year":"2025","intvolume":"         5","page":"931-940","citation":{"apa":"Jagnow, J., Stöhr, B., Bernijazov, R., Koldewey, C., &#38; Dumitrescu, R. (2025). Circular product design: a literature-based identification of challenges from the perspective of product designers. <i>Proceedings of the Design Society</i>, <i>5</i>, 931–940. <a href=\"https://doi.org/10.1017/pds.2025.10107\">https://doi.org/10.1017/pds.2025.10107</a>","bibtex":"@inproceedings{Jagnow_Stöhr_Bernijazov_Koldewey_Dumitrescu_2025, title={Circular product design: a literature-based identification of challenges from the perspective of product designers}, volume={5}, DOI={<a href=\"https://doi.org/10.1017/pds.2025.10107\">10.1017/pds.2025.10107</a>}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Jagnow, Jan and Stöhr, Bernd and Bernijazov, Ruslan and Koldewey, Christian and Dumitrescu, Roman}, year={2025}, pages={931–940} }","short":"J. Jagnow, B. Stöhr, R. Bernijazov, C. Koldewey, R. Dumitrescu, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2025, pp. 931–940.","mla":"Jagnow, Jan, et al. “Circular Product Design: A Literature-Based Identification of Challenges from the Perspective of Product Designers.” <i>Proceedings of the Design Society</i>, vol. 5, Cambridge University Press (CUP), 2025, pp. 931–40, doi:<a href=\"https://doi.org/10.1017/pds.2025.10107\">10.1017/pds.2025.10107</a>.","chicago":"Jagnow, Jan, Bernd Stöhr, Ruslan Bernijazov, Christian Koldewey, and Roman Dumitrescu. “Circular Product Design: A Literature-Based Identification of Challenges from the Perspective of Product Designers.” In <i>Proceedings of the Design Society</i>, 5:931–40. Cambridge University Press (CUP), 2025. <a href=\"https://doi.org/10.1017/pds.2025.10107\">https://doi.org/10.1017/pds.2025.10107</a>.","ieee":"J. Jagnow, B. Stöhr, R. Bernijazov, C. Koldewey, and R. Dumitrescu, “Circular product design: a literature-based identification of challenges from the perspective of product designers,” in <i>Proceedings of the Design Society</i>, 2025, vol. 5, pp. 931–940, doi: <a href=\"https://doi.org/10.1017/pds.2025.10107\">10.1017/pds.2025.10107</a>.","ama":"Jagnow J, Stöhr B, Bernijazov R, Koldewey C, Dumitrescu R. Circular product design: a literature-based identification of challenges from the perspective of product designers. In: <i>Proceedings of the Design Society</i>. Vol 5. Cambridge University Press (CUP); 2025:931-940. doi:<a href=\"https://doi.org/10.1017/pds.2025.10107\">10.1017/pds.2025.10107</a>"},"publication_identifier":{"issn":["2732-527X"]},"publication_status":"published","title":"Circular product design: a literature-based identification of challenges from the perspective of product designers","doi":"10.1017/pds.2025.10107","date_updated":"2025-11-21T10:57:39Z","publisher":"Cambridge University Press (CUP)","volume":5,"author":[{"last_name":"Jagnow","id":"86809","full_name":"Jagnow, Jan","first_name":"Jan"},{"full_name":"Stöhr, Bernd","id":"92892","last_name":"Stöhr","first_name":"Bernd"},{"last_name":"Bernijazov","full_name":"Bernijazov, Ruslan","first_name":"Ruslan"},{"id":"43136","full_name":"Koldewey, Christian","orcid":"https://orcid.org/0000-0001-7992-6399","last_name":"Koldewey","first_name":"Christian"},{"first_name":"Roman","last_name":"Dumitrescu","id":"16190","full_name":"Dumitrescu, Roman"}],"date_created":"2025-10-24T06:20:40Z"},{"publication":"Proceedings of the Design Society","type":"conference","status":"public","abstract":[{"text":"<jats:title>ABSTRACT:</jats:title><jats:p>Well-designed products are crucial to a company's business success. Management support is a critical success factor in ensuring that design-related aspects are given appropriate attention during product development. Despite the importance of management, the literature doesn't provide a clear picture of what characterizes a competent manager in product design. This gap impedes competence development and explains why organizations struggle to leverage the benefits of well-designed products. This research aims to address this gap by synthesizing important findings from the literature into a model of managerial competence. The model provides initial insight into the individual competencies managers need to meet their responsibility for good product design in organizations.</jats:p>","lang":"eng"}],"department":[{"_id":"563"}],"user_id":"15782","_id":"61928","language":[{"iso":"eng"}],"publication_identifier":{"issn":["2732-527X"]},"publication_status":"published","intvolume":"         5","page":"1425-1434","citation":{"bibtex":"@inproceedings{Stöhr_Koldewey_Bernijazov_Dumitrescu_2025, title={Effective management support for design: towards a model of managerial competence}, volume={5}, DOI={<a href=\"https://doi.org/10.1017/pds.2025.10156\">10.1017/pds.2025.10156</a>}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Stöhr, Bernd and Koldewey, Christian and Bernijazov, Ruslan and Dumitrescu, Roman}, year={2025}, pages={1425–1434} }","short":"B. Stöhr, C. Koldewey, R. Bernijazov, R. Dumitrescu, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2025, pp. 1425–1434.","mla":"Stöhr, Bernd, et al. “Effective Management Support for Design: Towards a Model of Managerial Competence.” <i>Proceedings of the Design Society</i>, vol. 5, Cambridge University Press (CUP), 2025, pp. 1425–34, doi:<a href=\"https://doi.org/10.1017/pds.2025.10156\">10.1017/pds.2025.10156</a>.","apa":"Stöhr, B., Koldewey, C., Bernijazov, R., &#38; Dumitrescu, R. (2025). Effective management support for design: towards a model of managerial competence. <i>Proceedings of the Design Society</i>, <i>5</i>, 1425–1434. <a href=\"https://doi.org/10.1017/pds.2025.10156\">https://doi.org/10.1017/pds.2025.10156</a>","ama":"Stöhr B, Koldewey C, Bernijazov R, Dumitrescu R. Effective management support for design: towards a model of managerial competence. In: <i>Proceedings of the Design Society</i>. Vol 5. Cambridge University Press (CUP); 2025:1425-1434. doi:<a href=\"https://doi.org/10.1017/pds.2025.10156\">10.1017/pds.2025.10156</a>","chicago":"Stöhr, Bernd, Christian Koldewey, Ruslan Bernijazov, and Roman Dumitrescu. “Effective Management Support for Design: Towards a Model of Managerial Competence.” In <i>Proceedings of the Design Society</i>, 5:1425–34. Cambridge University Press (CUP), 2025. <a href=\"https://doi.org/10.1017/pds.2025.10156\">https://doi.org/10.1017/pds.2025.10156</a>.","ieee":"B. Stöhr, C. Koldewey, R. Bernijazov, and R. Dumitrescu, “Effective management support for design: towards a model of managerial competence,” in <i>Proceedings of the Design Society</i>, 2025, vol. 5, pp. 1425–1434, doi: <a href=\"https://doi.org/10.1017/pds.2025.10156\">10.1017/pds.2025.10156</a>."},"year":"2025","volume":5,"date_created":"2025-10-23T10:17:03Z","author":[{"last_name":"Stöhr","id":"92892","full_name":"Stöhr, Bernd","first_name":"Bernd"},{"first_name":"Christian","full_name":"Koldewey, Christian","id":"43136","last_name":"Koldewey","orcid":"https://orcid.org/0000-0001-7992-6399"},{"first_name":"Ruslan","last_name":"Bernijazov","full_name":"Bernijazov, Ruslan"},{"first_name":"Roman","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu"}],"date_updated":"2025-11-21T10:57:06Z","publisher":"Cambridge University Press (CUP)","doi":"10.1017/pds.2025.10156","title":"Effective management support for design: towards a model of managerial competence"},{"publisher":"ACM","date_updated":"2025-11-21T13:05:37Z","date_created":"2025-10-24T08:10:20Z","author":[{"first_name":"Tobias","last_name":"Seidenberg","full_name":"Seidenberg, Tobias"},{"last_name":"Stöhr","full_name":"Stöhr, Bernd","id":"92892","first_name":"Bernd"},{"first_name":"Daniel","full_name":"Eckertz, Daniel","last_name":"Eckertz"},{"id":"86809","full_name":"Jagnow, Jan","last_name":"Jagnow","first_name":"Jan"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"title":"HD Mapping as enabler for autonomous systems on airports","doi":"10.1145/3711954.3711967","publication_status":"published","year":"2025","citation":{"apa":"Seidenberg, T., Stöhr, B., Eckertz, D., Jagnow, J., &#38; Dumitrescu, R. (2025). HD Mapping as enabler for autonomous systems on airports. <i>Proceedings of the 2024 9th International Conference on Information Systems Engineering</i>. <a href=\"https://doi.org/10.1145/3711954.3711967\">https://doi.org/10.1145/3711954.3711967</a>","bibtex":"@inproceedings{Seidenberg_Stöhr_Eckertz_Jagnow_Dumitrescu_2025, title={HD Mapping as enabler for autonomous systems on airports}, DOI={<a href=\"https://doi.org/10.1145/3711954.3711967\">10.1145/3711954.3711967</a>}, booktitle={Proceedings of the 2024 9th International Conference on Information Systems Engineering}, publisher={ACM}, author={Seidenberg, Tobias and Stöhr, Bernd and Eckertz, Daniel and Jagnow, Jan and Dumitrescu, Roman}, year={2025} }","mla":"Seidenberg, Tobias, et al. “HD Mapping as Enabler for Autonomous Systems on Airports.” <i>Proceedings of the 2024 9th International Conference on Information Systems Engineering</i>, ACM, 2025, doi:<a href=\"https://doi.org/10.1145/3711954.3711967\">10.1145/3711954.3711967</a>.","short":"T. Seidenberg, B. Stöhr, D. Eckertz, J. Jagnow, R. Dumitrescu, in: Proceedings of the 2024 9th International Conference on Information Systems Engineering, ACM, 2025.","ieee":"T. Seidenberg, B. Stöhr, D. Eckertz, J. Jagnow, and R. Dumitrescu, “HD Mapping as enabler for autonomous systems on airports,” 2025, doi: <a href=\"https://doi.org/10.1145/3711954.3711967\">10.1145/3711954.3711967</a>.","chicago":"Seidenberg, Tobias, Bernd Stöhr, Daniel Eckertz, Jan Jagnow, and Roman Dumitrescu. “HD Mapping as Enabler for Autonomous Systems on Airports.” In <i>Proceedings of the 2024 9th International Conference on Information Systems Engineering</i>. ACM, 2025. <a href=\"https://doi.org/10.1145/3711954.3711967\">https://doi.org/10.1145/3711954.3711967</a>.","ama":"Seidenberg T, Stöhr B, Eckertz D, Jagnow J, Dumitrescu R. HD Mapping as enabler for autonomous systems on airports. In: <i>Proceedings of the 2024 9th International Conference on Information Systems Engineering</i>. ACM; 2025. doi:<a href=\"https://doi.org/10.1145/3711954.3711967\">10.1145/3711954.3711967</a>"},"_id":"61991","user_id":"15782","department":[{"_id":"563"}],"language":[{"iso":"eng"}],"type":"conference","publication":"Proceedings of the 2024 9th International Conference on Information Systems Engineering","status":"public"},{"project":[{"_id":"285","name":"SAIL - Nachhaltiger Lebenszyklus von intelligenten soziotechnischen Systemen"}],"_id":"62701","user_id":"114533","department":[{"_id":"34"},{"_id":"574"}],"type":"book_chapter","status":"public","date_updated":"2025-11-28T14:57:39Z","author":[{"full_name":"Demir, Caglar","last_name":"Demir","first_name":"Caglar"},{"first_name":"Moshood","last_name":"Yekini","full_name":"Yekini, Moshood"},{"full_name":"Röder, Michael","last_name":"Röder","first_name":"Michael"},{"last_name":"Mahmood","full_name":"Mahmood, Yasir","first_name":"Yasir"},{"last_name":"Ngonga Ngomo","full_name":"Ngonga Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille"}],"conference":{"name":"European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML PKDD","start_date":"2025-09-15","end_date":"2025-09-19","location":"Porto, Portugal"},"doi":"10.1007/978-3-032-06066-2_29","publication_status":"published","publication_identifier":{"isbn":["9783032060655","9783032060662"],"issn":["0302-9743","1611-3349"]},"place":"Cham","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>.","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>","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>.","short":"C. Demir, M. Yekini, M. Röder, Y. Mahmood, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","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} }","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>"},"keyword":["Decision Tree","OWL Class Expression Learning","Description Logic","Knowledge Graph","Large Language Model","Verbalizer"],"language":[{"iso":"eng"}],"publication":"Lecture Notes in Computer Science","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."}],"publisher":"Springer Nature Switzerland","date_created":"2025-11-28T14:09:17Z","title":"Tree-Based OWL Class Expression Learner over Large Graphs","year":"2025"}]