[{"language":[{"iso":"eng"}],"department":[{"_id":"760"}],"user_id":"11871","external_id":{"arxiv":["2508.08458"]},"_id":"63918","status":"public","abstract":[{"text":"Many real-world datasets, such as citation networks, social networks, and molecular structures, are naturally represented as heterogeneous graphs, where nodes belong to different types and have additional features. For example, in a citation network, nodes representing \"Paper\" or \"Author\" may include attributes like keywords or affiliations. A critical machine learning task on these graphs is node classification, which is useful for applications such as fake news detection, corporate risk assessment, and molecular property prediction. Although Heterogeneous Graph Neural Networks (HGNNs) perform well in these contexts, their predictions remain opaque. Existing post-hoc explanation methods lack support for actual node features beyond one-hot encoding of node type and often fail to generate realistic, faithful explanations. To address these gaps, we propose DiGNNExplainer, a model-level explanation approach that synthesizes heterogeneous graphs with realistic node features via discrete denoising diffusion. In particular, we generate realistic discrete features (e.g., bag-of-words features) using diffusion models within a discrete space, whereas previous approaches are limited to continuous spaces. We evaluate our approach on multiple datasets and show that DiGNNExplainer produces explanations that are realistic and faithful to the model's decision-making, outperforming state-of-the-art methods.","lang":"eng"}],"publication":"Proceedings of the ACM Web Conference 2026 (WWW ’26)","type":"conference","conference":{"location":"Dubai, United Arab Emirates","end_date":"2026-04-17","start_date":"2026-04-13","name":"The Web Conference"},"main_file_link":[{"open_access":"1","url":"https://arxiv.org/pdf/2508.08458"}],"title":"Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features","author":[{"first_name":"Pallabee","full_name":"Das, Pallabee","last_name":"Das"},{"full_name":"Heindorf, Stefan","id":"11871","orcid":"0000-0002-4525-6865","last_name":"Heindorf","first_name":"Stefan"}],"date_created":"2026-02-06T18:44:34Z","publisher":"ACM","date_updated":"2026-02-06T18:47:38Z","oa":"1","citation":{"bibtex":"@inproceedings{Das_Heindorf_2026, title={Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features}, booktitle={Proceedings of the ACM Web Conference 2026 (WWW ’26)}, publisher={ACM}, author={Das, Pallabee and Heindorf, Stefan}, year={2026} }","mla":"Das, Pallabee, and Stefan Heindorf. “Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features.” <i>Proceedings of the ACM Web Conference 2026 (WWW ’26)</i>, ACM, 2026.","short":"P. Das, S. Heindorf, in: Proceedings of the ACM Web Conference 2026 (WWW ’26), ACM, 2026.","apa":"Das, P., &#38; Heindorf, S. (2026). Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features. <i>Proceedings of the ACM Web Conference 2026 (WWW ’26)</i>. The Web Conference, Dubai, United Arab Emirates.","ieee":"P. Das and S. Heindorf, “Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features,” presented at the The Web Conference, Dubai, United Arab Emirates, 2026.","chicago":"Das, Pallabee, and Stefan Heindorf. “Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features.” In <i>Proceedings of the ACM Web Conference 2026 (WWW ’26)</i>. ACM, 2026.","ama":"Das P, Heindorf S. Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features. In: <i>Proceedings of the ACM Web Conference 2026 (WWW ’26)</i>. ACM; 2026."},"year":"2026"},{"year":"2026","publisher":"Association for Computing Machinery","date_created":"2026-02-06T06:43:22Z","title":"SORCERI: Streaming Overlay Acceleration for Highly Contracted Electron Repulsion Integral Computations in Quantum Chemistry","publication":"Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA '26)","abstract":[{"text":"The computation of highly contracted electron repulsion integrals (ERIs) is essential to achieve quantum accuracy in atomistic simulations based on quantum mechanics. Its growing computational demands make energy efficiency a critical concern. Recent studies demonstrate FPGAs’ superior performance and energy efficiency for computing primitive ERIs, but the computation of highly contracted ERIs introduces significant algorithmic complexity and new design challenges for FPGA acceleration.In this work, we present SORCERI, the first streaming overlay acceleration for highly contracted ERI computations on FPGAs. SORCERI introduces a novel streaming Rys computing unit to calculate roots and weights of Rys polynomials on-chip, and a streaming contraction unit for the contraction of primitive ERIs. This shifts the design bottleneck from limited CPU-FPGA communication bandwidth to available FPGA computation resources. To address practical deployment challenges for a large number of quartet classes, we design three streaming overlays, together with an efficient memory transpose optimization, to cover the 21 most commonly used quartet classes in realistic atomistic simulations. To address the new computation constraints, we use flexible calculation stages with a free-running streaming architecture to achieve high DSP utilization and good timing closure.Experiments demonstrate that SORCERI achieves an average 5.96x, 1.99x, and 1.16x better performance per watt than libint on a 64-core AMD EPYC 7713 CPU, libintx on an Nvidia A40 GPU, and SERI, the prior best-performing FPGA design for primitive ERIs. Furthermore, SORCERI reaches a peak throughput of 44.11 GERIS (109 ERIs per second) that is 1.52x, 1.13x, and 1.93x greater than libint, libintx and SERI, respectively. SORCERI will be released soon at https://github.com/SFU-HiAccel/SORCERI.","lang":"eng"}],"keyword":["electron repulsion integrals","quantum chemistry","atomistic simulation","overlay architecture","fpga acceleration"],"language":[{"iso":"eng"}],"publication_identifier":{"isbn":["9798400720796"]},"publication_status":"published","place":"New York, NY, USA","page":"224-234","citation":{"chicago":"Stachura, Philip, Xin Wu, Christian Plessl, and Zhenman Fang. “SORCERI: Streaming Overlay Acceleration for Highly Contracted Electron Repulsion Integral Computations in Quantum Chemistry.” In <i>Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA ’26)</i>, 224–34. New York, NY, USA: Association for Computing Machinery, 2026. <a href=\"https://doi.org/10.1145/3748173.3779198\">https://doi.org/10.1145/3748173.3779198</a>.","ieee":"P. Stachura, X. Wu, C. Plessl, and Z. Fang, “SORCERI: Streaming Overlay Acceleration for Highly Contracted Electron Repulsion Integral Computations in Quantum Chemistry,” in <i>Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA ’26)</i>, 2026, pp. 224–234, doi: <a href=\"https://doi.org/10.1145/3748173.3779198\">10.1145/3748173.3779198</a>.","ama":"Stachura P, Wu X, Plessl C, Fang Z. SORCERI: Streaming Overlay Acceleration for Highly Contracted Electron Repulsion Integral Computations in Quantum Chemistry. In: <i>Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA ’26)</i>. Association for Computing Machinery; 2026:224-234. doi:<a href=\"https://doi.org/10.1145/3748173.3779198\">10.1145/3748173.3779198</a>","apa":"Stachura, P., Wu, X., Plessl, C., &#38; Fang, Z. (2026). SORCERI: Streaming Overlay Acceleration for Highly Contracted Electron Repulsion Integral Computations in Quantum Chemistry. <i>Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA ’26)</i>, 224–234. <a href=\"https://doi.org/10.1145/3748173.3779198\">https://doi.org/10.1145/3748173.3779198</a>","bibtex":"@inproceedings{Stachura_Wu_Plessl_Fang_2026, place={New York, NY, USA}, title={SORCERI: Streaming Overlay Acceleration for Highly Contracted Electron Repulsion Integral Computations in Quantum Chemistry}, DOI={<a href=\"https://doi.org/10.1145/3748173.3779198\">10.1145/3748173.3779198</a>}, booktitle={Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA ’26)}, publisher={Association for Computing Machinery}, author={Stachura, Philip and Wu, Xin and Plessl, Christian and Fang, Zhenman}, year={2026}, pages={224–234} }","mla":"Stachura, Philip, et al. “SORCERI: Streaming Overlay Acceleration for Highly Contracted Electron Repulsion Integral Computations in Quantum Chemistry.” <i>Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA ’26)</i>, Association for Computing Machinery, 2026, pp. 224–34, doi:<a href=\"https://doi.org/10.1145/3748173.3779198\">10.1145/3748173.3779198</a>.","short":"P. Stachura, X. Wu, C. Plessl, Z. Fang, in: Proceedings of the 2026 ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA ’26), Association for Computing Machinery, New York, NY, USA, 2026, pp. 224–234."},"date_updated":"2026-02-09T09:16:32Z","author":[{"first_name":"Philip","full_name":"Stachura, Philip","last_name":"Stachura"},{"first_name":"Xin","id":"77439","full_name":"Wu, Xin","last_name":"Wu"},{"orcid":"0000-0001-5728-9982","last_name":"Plessl","full_name":"Plessl, Christian","id":"16153","first_name":"Christian"},{"first_name":"Zhenman","full_name":"Fang, Zhenman","last_name":"Fang"}],"doi":"10.1145/3748173.3779198","main_file_link":[{"url":"https://dl.acm.org/doi/10.1145/3748173.3779198"}],"type":"conference","status":"public","_id":"63890","project":[{"name":"Computing Resources Provided by the Paderborn Center for Parallel Computing","_id":"52"}],"department":[{"_id":"27"},{"_id":"518"}],"user_id":"77439"},{"publication":"2025 IEEE International Symposium on Systems Engineering (ISSE)","type":"conference","status":"public","department":[{"_id":"563"}],"user_id":"15782","_id":"64075","language":[{"iso":"eng"}],"publication_status":"published","citation":{"bibtex":"@inproceedings{Humpert_Graunke_Cichon_Ammanagi_Schierbaum_Dumitrescu_2026, title={Generative AI in Systems Engineering: Automated Creation of System Architectures and Early-Stage Calculation in the B2B Sector}, DOI={<a href=\"https://doi.org/10.1109/isse65546.2025.11370000\">10.1109/isse65546.2025.11370000</a>}, booktitle={2025 IEEE International Symposium on Systems Engineering (ISSE)}, publisher={IEEE}, author={Humpert, Lynn and Graunke, Jannis and Cichon, Gerrit and Ammanagi, Anuradha and Schierbaum, Anja and Dumitrescu, Roman}, year={2026} }","short":"L. Humpert, J. Graunke, G. Cichon, A. Ammanagi, A. Schierbaum, R. Dumitrescu, in: 2025 IEEE International Symposium on Systems Engineering (ISSE), IEEE, 2026.","mla":"Humpert, Lynn, et al. “Generative AI in Systems Engineering: Automated Creation of System Architectures and Early-Stage Calculation in the B2B Sector.” <i>2025 IEEE International Symposium on Systems Engineering (ISSE)</i>, IEEE, 2026, doi:<a href=\"https://doi.org/10.1109/isse65546.2025.11370000\">10.1109/isse65546.2025.11370000</a>.","apa":"Humpert, L., Graunke, J., Cichon, G., Ammanagi, A., Schierbaum, A., &#38; Dumitrescu, R. (2026). Generative AI in Systems Engineering: Automated Creation of System Architectures and Early-Stage Calculation in the B2B Sector. <i>2025 IEEE International Symposium on Systems Engineering (ISSE)</i>. <a href=\"https://doi.org/10.1109/isse65546.2025.11370000\">https://doi.org/10.1109/isse65546.2025.11370000</a>","chicago":"Humpert, Lynn, Jannis Graunke, Gerrit Cichon, Anuradha Ammanagi, Anja Schierbaum, and Roman Dumitrescu. “Generative AI in Systems Engineering: Automated Creation of System Architectures and Early-Stage Calculation in the B2B Sector.” In <i>2025 IEEE International Symposium on Systems Engineering (ISSE)</i>. IEEE, 2026. <a href=\"https://doi.org/10.1109/isse65546.2025.11370000\">https://doi.org/10.1109/isse65546.2025.11370000</a>.","ieee":"L. Humpert, J. Graunke, G. Cichon, A. Ammanagi, A. Schierbaum, and R. Dumitrescu, “Generative AI in Systems Engineering: Automated Creation of System Architectures and Early-Stage Calculation in the B2B Sector,” 2026, doi: <a href=\"https://doi.org/10.1109/isse65546.2025.11370000\">10.1109/isse65546.2025.11370000</a>.","ama":"Humpert L, Graunke J, Cichon G, Ammanagi A, Schierbaum A, Dumitrescu R. Generative AI in Systems Engineering: Automated Creation of System Architectures and Early-Stage Calculation in the B2B Sector. In: <i>2025 IEEE International Symposium on Systems Engineering (ISSE)</i>. IEEE; 2026. doi:<a href=\"https://doi.org/10.1109/isse65546.2025.11370000\">10.1109/isse65546.2025.11370000</a>"},"year":"2026","date_created":"2026-02-09T14:52:15Z","author":[{"first_name":"Lynn","last_name":"Humpert","full_name":"Humpert, Lynn"},{"last_name":"Graunke","full_name":"Graunke, Jannis","first_name":"Jannis"},{"first_name":"Gerrit","last_name":"Cichon","full_name":"Cichon, Gerrit"},{"last_name":"Ammanagi","full_name":"Ammanagi, Anuradha","first_name":"Anuradha"},{"last_name":"Schierbaum","full_name":"Schierbaum, Anja","first_name":"Anja"},{"first_name":"Roman","id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu"}],"date_updated":"2026-02-09T14:52:40Z","publisher":"IEEE","doi":"10.1109/isse65546.2025.11370000","title":"Generative AI in Systems Engineering: Automated Creation of System Architectures and Early-Stage Calculation in the B2B Sector"},{"issue":"2","year":"2026","publisher":"Springer Science and Business Media LLC","date_created":"2026-02-02T12:36:22Z","title":"A study of privacy-related data collected by Android apps","publication":"Automated Software Engineering","abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n                  <jats:p>\r\n                    Many Android apps collect data from users, and the European Union’s General Data Protection Regulation (GDPR) mandates clear disclosures of such data collection. However, apps often use third-party code, complicating accurate disclosures. This paper investigates how accurately current Android apps fulfill these requirements. In this work, we present a multi-layered definition of privacy-related data to correctly report data collection in Android apps. We further create a dataset of privacy-sensitive data classes that may be used as input by an Android app. This dataset takes into account data collected both through the user interface and system APIs. Based on this, we implement a semi-automated prototype that detects and labels privacy-related data collected by a given Android app. We manually examine the data safety sections of 70 Android apps to observe how data collection is reported, identifying instances of over- and under-reporting. We compare our prototype’s results with the data safety sections of 20 apps revealing reporting discrepancies. Using the results from two Messaging and Social Media apps (Signal and Instagram), we discuss how app developers under-report and over-report data collection, respectively, and identify inaccurately reported data categories. A broader study of 7,500 Android apps reveals that apps most frequently collect data that can\r\n                    <jats:italic>partially identify</jats:italic>\r\n                    users. Although system APIs consistently collect large amounts of privacy-related data, user interfaces exhibit some more diverse data collection patterns. A more focused study on various domains of apps reveals that the largest fraction of apps collecting personal data belong to the domain of\r\n                    <jats:italic>Messaging and Social Media</jats:italic>\r\n                    . Our findings show that location is collected frequently by apps, specially from the\r\n                    <jats:italic>E-commerce and Shopping</jats:italic>\r\n                    domain. However, it is often under-reported in app data safety sections. Our results highlight the need for greater consistency in privacy-aware app development and reporting practices.\r\n                  </jats:p>","lang":"eng"}],"file":[{"access_level":"closed","file_name":"s10515-025-00589-3-1.pdf","file_id":"64127","file_size":3363479,"creator":"khedkarm","date_created":"2026-02-11T18:32:52Z","date_updated":"2026-02-11T18:32:52Z","relation":"main_file","success":1,"content_type":"application/pdf"}],"ddc":["006"],"language":[{"iso":"eng"}],"has_accepted_license":"1","publication_identifier":{"issn":["0928-8910","1573-7535"]},"publication_status":"published","intvolume":"        33","citation":{"ama":"Khedkar M, Kumar Mondal A, Bodden E. A study of privacy-related data collected by Android apps. <i>Automated Software Engineering</i>. 2026;33(2). doi:<a href=\"https://doi.org/10.1007/s10515-025-00589-3\">10.1007/s10515-025-00589-3</a>","ieee":"M. Khedkar, A. Kumar Mondal, and E. Bodden, “A study of privacy-related data collected by Android apps,” <i>Automated Software Engineering</i>, vol. 33, no. 2, Art. no. 45, 2026, doi: <a href=\"https://doi.org/10.1007/s10515-025-00589-3\">10.1007/s10515-025-00589-3</a>.","chicago":"Khedkar, Mugdha, Ambuj Kumar Mondal, and Eric Bodden. “A Study of Privacy-Related Data Collected by Android Apps.” <i>Automated Software Engineering</i> 33, no. 2 (2026). <a href=\"https://doi.org/10.1007/s10515-025-00589-3\">https://doi.org/10.1007/s10515-025-00589-3</a>.","apa":"Khedkar, M., Kumar Mondal, A., &#38; Bodden, E. (2026). A study of privacy-related data collected by Android apps. <i>Automated Software Engineering</i>, <i>33</i>(2), Article 45. <a href=\"https://doi.org/10.1007/s10515-025-00589-3\">https://doi.org/10.1007/s10515-025-00589-3</a>","short":"M. Khedkar, A. Kumar Mondal, E. Bodden, Automated Software Engineering 33 (2026).","mla":"Khedkar, Mugdha, et al. “A Study of Privacy-Related Data Collected by Android Apps.” <i>Automated Software Engineering</i>, vol. 33, no. 2, 45, Springer Science and Business Media LLC, 2026, doi:<a href=\"https://doi.org/10.1007/s10515-025-00589-3\">10.1007/s10515-025-00589-3</a>.","bibtex":"@article{Khedkar_Kumar Mondal_Bodden_2026, title={A study of privacy-related data collected by Android apps}, volume={33}, DOI={<a href=\"https://doi.org/10.1007/s10515-025-00589-3\">10.1007/s10515-025-00589-3</a>}, number={245}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Khedkar, Mugdha and Kumar Mondal, Ambuj and Bodden, Eric}, year={2026} }"},"date_updated":"2026-02-11T18:33:12Z","volume":33,"author":[{"id":"88024","full_name":"Khedkar, Mugdha","last_name":"Khedkar","first_name":"Mugdha"},{"last_name":"Kumar Mondal","full_name":"Kumar Mondal, Ambuj","first_name":"Ambuj"},{"first_name":"Eric","id":"59256","full_name":"Bodden, Eric","last_name":"Bodden","orcid":"0000-0003-3470-3647"}],"doi":"10.1007/s10515-025-00589-3","type":"journal_article","status":"public","_id":"63834","department":[{"_id":"76"}],"user_id":"88024","article_number":"45","file_date_updated":"2026-02-11T18:32:52Z"},{"type":"journal_article","publication":"Grundschule aktuell","status":"public","user_id":"44184","department":[{"_id":"543"}],"_id":"64174","language":[{"iso":"ger"}],"issue":"173","citation":{"bibtex":"@article{Häsel-Weide_Nührenbörger_2026, title={Mathematische Basiskompetenzen. Diagnose und Förderung in der Grundschule.}, number={173}, journal={Grundschule aktuell}, author={Häsel-Weide, Uta and Nührenbörger, Marcus}, year={2026}, pages={3–6} }","mla":"Häsel-Weide, Uta, and Marcus Nührenbörger. “Mathematische Basiskompetenzen. Diagnose und Förderung in der Grundschule.” <i>Grundschule aktuell</i>, no. 173, 2026, pp. 3–6.","short":"U. Häsel-Weide, M. Nührenbörger, Grundschule aktuell (2026) 3–6.","apa":"Häsel-Weide, U., &#38; Nührenbörger, M. (2026). Mathematische Basiskompetenzen. Diagnose und Förderung in der Grundschule. <i>Grundschule aktuell</i>, <i>173</i>, 3–6.","ama":"Häsel-Weide U, Nührenbörger M. Mathematische Basiskompetenzen. Diagnose und Förderung in der Grundschule. <i>Grundschule aktuell</i>. 2026;(173):3-6.","ieee":"U. Häsel-Weide and M. Nührenbörger, “Mathematische Basiskompetenzen. Diagnose und Förderung in der Grundschule.,” <i>Grundschule aktuell</i>, no. 173, pp. 3–6, 2026.","chicago":"Häsel-Weide, Uta, and Marcus Nührenbörger. “Mathematische Basiskompetenzen. Diagnose und Förderung in der Grundschule.” <i>Grundschule aktuell</i>, no. 173 (2026): 3–6."},"page":"3-6","year":"2026","author":[{"full_name":"Häsel-Weide, Uta","id":"60267","last_name":"Häsel-Weide","orcid":"0000-0001-6278-4240","first_name":"Uta"},{"full_name":"Nührenbörger, Marcus","last_name":"Nührenbörger","first_name":"Marcus"}],"date_created":"2026-02-16T12:13:02Z","date_updated":"2026-02-16T12:16:39Z","title":"Mathematische Basiskompetenzen. Diagnose und Förderung in der Grundschule."},{"type":"book_chapter","publication":"Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems","status":"public","editor":[{"first_name":"Michael E.","last_name":"Auer","full_name":"Auer, Michael E."},{"first_name":"Reinhard","last_name":"Langmann","full_name":"Langmann, Reinhard"},{"first_name":"Dominik","full_name":"May, Dominik","last_name":"May"},{"full_name":"Morales, Manuel","last_name":"Morales","first_name":"Manuel"}],"user_id":"76955","department":[{"_id":"300"}],"_id":"63793","language":[{"iso":"eng"}],"publication_status":"published","publication_identifier":{"isbn":["9783032073150","9783032073167"],"issn":["2367-3370","2367-3389"]},"citation":{"ama":"Vernholz M, Schäfers J, Jonas-Ahrend G, Temmen K. Shaping Tomorrow’s Classrooms: Integrating AI in Technology Teacher Training and VET in Germany. In: Auer ME, Langmann R, May D, Morales M, eds. <i>Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems</i>. Springer Nature Switzerland; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-032-07316-7_10\">10.1007/978-3-032-07316-7_10</a>","ieee":"M. Vernholz, J. Schäfers, G. Jonas-Ahrend, and K. Temmen, “Shaping Tomorrow’s Classrooms: Integrating AI in Technology Teacher Training and VET in Germany,” in <i>Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems</i>, M. E. Auer, R. Langmann, D. May, and M. Morales, Eds. Cham: Springer Nature Switzerland, 2026.","chicago":"Vernholz, Mats, Johannes Schäfers, Gabriela Jonas-Ahrend, and Katrin Temmen. “Shaping Tomorrow’s Classrooms: Integrating AI in Technology Teacher Training and VET in Germany.” In <i>Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems</i>, edited by Michael E. Auer, Reinhard Langmann, Dominik May, and Manuel Morales. Cham: Springer Nature Switzerland, 2026. <a href=\"https://doi.org/10.1007/978-3-032-07316-7_10\">https://doi.org/10.1007/978-3-032-07316-7_10</a>.","apa":"Vernholz, M., Schäfers, J., Jonas-Ahrend, G., &#38; Temmen, K. (2026). Shaping Tomorrow’s Classrooms: Integrating AI in Technology Teacher Training and VET in Germany. In M. E. Auer, R. Langmann, D. May, &#38; M. Morales (Eds.), <i>Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-032-07316-7_10\">https://doi.org/10.1007/978-3-032-07316-7_10</a>","short":"M. Vernholz, J. Schäfers, G. Jonas-Ahrend, K. Temmen, in: M.E. Auer, R. Langmann, D. May, M. Morales (Eds.), Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems, Springer Nature Switzerland, Cham, 2026.","mla":"Vernholz, Mats, et al. “Shaping Tomorrow’s Classrooms: Integrating AI in Technology Teacher Training and VET in Germany.” <i>Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems</i>, edited by Michael E. Auer et al., Springer Nature Switzerland, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-032-07316-7_10\">10.1007/978-3-032-07316-7_10</a>.","bibtex":"@inbook{Vernholz_Schäfers_Jonas-Ahrend_Temmen_2026, place={Cham}, title={Shaping Tomorrow’s Classrooms: Integrating AI in Technology Teacher Training and VET in Germany}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-07316-7_10\">10.1007/978-3-032-07316-7_10</a>}, booktitle={Smart Technologies for an All-Electric Society. STE 2025. Lecture Notes in Networks and Systems}, publisher={Springer Nature Switzerland}, author={Vernholz, Mats and Schäfers, Johannes and Jonas-Ahrend, Gabriela and Temmen, Katrin}, editor={Auer, Michael E. and Langmann, Reinhard and May, Dominik and Morales, Manuel}, year={2026} }"},"place":"Cham","year":"2026","author":[{"first_name":"Mats","id":"76955","full_name":"Vernholz, Mats","last_name":"Vernholz","orcid":"0000-0001-5175-357X"},{"id":"68949","full_name":"Schäfers, Johannes","last_name":"Schäfers","first_name":"Johannes"},{"full_name":"Jonas-Ahrend, Gabriela","id":"77633","orcid":"0000-0003-3898-954X","last_name":"Jonas-Ahrend","first_name":"Gabriela"},{"first_name":"Katrin","last_name":"Temmen","full_name":"Temmen, Katrin","id":"30086"}],"date_created":"2026-01-28T15:07:27Z","date_updated":"2026-02-17T07:52:00Z","publisher":"Springer Nature Switzerland","doi":"10.1007/978-3-032-07316-7_10","title":"Shaping Tomorrow’s Classrooms: Integrating AI in Technology Teacher Training and VET in Germany"},{"volume":"(to appear)","author":[{"last_name":"Lutsko","full_name":"Lutsko, Christopher","first_name":"Christopher"},{"first_name":"Tobias","id":"49178","full_name":"Weich, Tobias","orcid":"0000-0002-9648-6919","last_name":"Weich"},{"first_name":"Lasse Lennart","orcid":"0000-0001-8893-2045","last_name":"Wolf","id":"45027","full_name":"Wolf, Lasse Lennart"}],"date_created":"2024-02-06T20:35:36Z","date_updated":"2026-02-18T10:37:47Z","title":"Polyhedral bounds on the joint spectrum and temperedness of locally  symmetric spaces","citation":{"apa":"Lutsko, C., Weich, T., &#38; Wolf, L. L. (2026). Polyhedral bounds on the joint spectrum and temperedness of locally  symmetric spaces. <i>Duke Math. Journal </i>, <i>(to appear)</i>.","mla":"Lutsko, Christopher, et al. “Polyhedral Bounds on the Joint Spectrum and Temperedness of Locally  Symmetric Spaces.” <i>Duke Math. Journal </i>, vol. (to appear), 2026.","bibtex":"@article{Lutsko_Weich_Wolf_2026, title={Polyhedral bounds on the joint spectrum and temperedness of locally  symmetric spaces}, volume={(to appear)}, journal={Duke Math. Journal }, author={Lutsko, Christopher and Weich, Tobias and Wolf, Lasse Lennart}, year={2026} }","short":"C. Lutsko, T. Weich, L.L. Wolf, Duke Math. Journal  (to appear) (2026).","ieee":"C. Lutsko, T. Weich, and L. L. Wolf, “Polyhedral bounds on the joint spectrum and temperedness of locally  symmetric spaces,” <i>Duke Math. Journal </i>, vol. (to appear), 2026.","chicago":"Lutsko, Christopher, Tobias Weich, and Lasse Lennart Wolf. “Polyhedral Bounds on the Joint Spectrum and Temperedness of Locally  Symmetric Spaces.” <i>Duke Math. Journal </i> (to appear) (2026).","ama":"Lutsko C, Weich T, Wolf LL. Polyhedral bounds on the joint spectrum and temperedness of locally  symmetric spaces. <i>Duke Math Journal </i>. 2026;(to appear)."},"year":"2026","department":[{"_id":"10"},{"_id":"623"},{"_id":"548"}],"user_id":"49178","external_id":{"arxiv":["2402.02530"]},"_id":"51204","language":[{"iso":"eng"}],"publication":"Duke Math. Journal ","type":"journal_article","status":"public","abstract":[{"lang":"eng","text":"Given a real semisimple connected Lie group $G$ and a discrete torsion-free\r\nsubgroup $\\Gamma < G$ we prove a precise connection between growth rates of the\r\ngroup $\\Gamma$, polyhedral bounds on the joint spectrum of the ring of\r\ninvariant differential operators, and the decay of matrix coefficients. In\r\nparticular, this allows us to completely characterize temperedness of\r\n$L^2(\\Gamma\\backslash G)$ in this general setting."}]},{"_id":"64211","department":[{"_id":"543"}],"user_id":"44184","language":[{"iso":"eng"}],"publication":"Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice","type":"conference","editor":[{"full_name":"Mosvold, R.","last_name":"Mosvold","first_name":"R."},{"full_name":"Fauskanger, J.","last_name":"Fauskanger","first_name":"J."},{"full_name":"Ferretti, F.","last_name":"Ferretti","first_name":"F."},{"first_name":"N.","last_name":"Vondrová","full_name":"Vondrová, N."}],"status":"public","date_updated":"2026-02-18T11:00:16Z","author":[{"first_name":"Vivien","full_name":"Wiebe, Vivien","last_name":"Wiebe"},{"first_name":"Uta","last_name":"Häsel-Weide","orcid":"0000-0001-6278-4240","id":"60267","full_name":"Häsel-Weide, Uta"}],"date_created":"2026-02-18T10:41:23Z","title":" Initiating and establishing mathematical practices of determining and transforming numbers as a foundational skill in fostering mathematics teaching","conference":{"location":"Prag","name":"Nineteenth ERME Topic Conference"},"related_material":{"link":[{"relation":"confirmation","url":"https://hal.science/hal-05463964v1"}]},"year":"2026","place":"Prag","page":"122-129","corporate_editor":["Charles University, Faculty of Education and ERME"],"citation":{"chicago":"Wiebe, Vivien, and Uta Häsel-Weide. “ Initiating and Establishing Mathematical Practices of Determining and Transforming Numbers as a Foundational Skill in Fostering Mathematics Teaching.” In <i>Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice</i>, edited by R. Mosvold, J. Fauskanger, F. Ferretti, N. Vondrová, and Charles University, Faculty of Education and ERME, 122–29. Prag, 2026.","ieee":"V. Wiebe and U. Häsel-Weide, “ Initiating and establishing mathematical practices of determining and transforming numbers as a foundational skill in fostering mathematics teaching,” in <i>Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice</i>, Prag, 2026, pp. 122–129.","ama":"Wiebe V, Häsel-Weide U.  Initiating and establishing mathematical practices of determining and transforming numbers as a foundational skill in fostering mathematics teaching. In: Mosvold R, Fauskanger J, Ferretti F, Vondrová N, Charles University, Faculty of Education and ERME, eds. <i>Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice</i>. ; 2026:122-129.","short":"V. Wiebe, U. Häsel-Weide, in: R. Mosvold, J. Fauskanger, F. Ferretti, N. Vondrová, Charles University, Faculty of Education and ERME (Eds.), Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice, Prag, 2026, pp. 122–129.","bibtex":"@inproceedings{Wiebe_Häsel-Weide_2026, place={Prag}, title={ Initiating and establishing mathematical practices of determining and transforming numbers as a foundational skill in fostering mathematics teaching}, booktitle={Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice}, author={Wiebe, Vivien and Häsel-Weide, Uta}, editor={Mosvold, R. and Fauskanger, J. and Ferretti, F. and Vondrová, N. and Charles University, Faculty of Education and ERME}, year={2026}, pages={122–129} }","mla":"Wiebe, Vivien, and Uta Häsel-Weide. “ Initiating and Establishing Mathematical Practices of Determining and Transforming Numbers as a Foundational Skill in Fostering Mathematics Teaching.” <i>Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice</i>, edited by R. Mosvold et al., 2026, pp. 122–29.","apa":"Wiebe, V., &#38; Häsel-Weide, U. (2026).  Initiating and establishing mathematical practices of determining and transforming numbers as a foundational skill in fostering mathematics teaching. In R. Mosvold, J. Fauskanger, F. Ferretti, N. Vondrová, &#38; Charles University, Faculty of Education and ERME (Eds.), <i>Proceedings of the Nineteenth ERME Topic Conference: Connecting the Learning of Mathematics Teaching to Practice</i> (pp. 122–129)."}},{"issue":"1","publication_status":"published","publication_identifier":{"issn":["1999-5903"]},"citation":{"bibtex":"@article{Mpidi Bita_Ugur_Hovemann_Dumitrescu_2026, title={Resilience-by-Design: Extracting Resilience Requirements Using the Resilience Graph in the Automotive Concept Phase}, volume={18}, DOI={<a href=\"https://doi.org/10.3390/fi18010051\">10.3390/fi18010051</a>}, number={151}, journal={Future Internet}, publisher={MDPI AG}, author={Mpidi Bita, Isaac and Ugur, Elif and Hovemann, Aschot and Dumitrescu, Roman}, year={2026} }","mla":"Mpidi Bita, Isaac, et al. “Resilience-by-Design: Extracting Resilience Requirements Using the Resilience Graph in the Automotive Concept Phase.” <i>Future Internet</i>, vol. 18, no. 1, 51, MDPI AG, 2026, doi:<a href=\"https://doi.org/10.3390/fi18010051\">10.3390/fi18010051</a>.","short":"I. Mpidi Bita, E. Ugur, A. Hovemann, R. Dumitrescu, Future Internet 18 (2026).","apa":"Mpidi Bita, I., Ugur, E., Hovemann, A., &#38; Dumitrescu, R. (2026). Resilience-by-Design: Extracting Resilience Requirements Using the Resilience Graph in the Automotive Concept Phase. <i>Future Internet</i>, <i>18</i>(1), Article 51. <a href=\"https://doi.org/10.3390/fi18010051\">https://doi.org/10.3390/fi18010051</a>","ieee":"I. Mpidi Bita, E. Ugur, A. Hovemann, and R. 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These developments increase exposure to a range of disruptions, from technical failures to cyberattacks, and demand a shift towards resilience-by-design. This study addresses the early integration of resilience into the automotive design process by proposing a structured method for identifying gaps and eliciting resilience requirements. Building upon the concept of resilience scenarios, the approach extends traditional hazard and threat analyses as defined in ISO 26262, ISO 21448 and ISO/SAE 21434. Using a structured, graph-based modeling method, these scenarios enable the anticipation of functional degradation and its impact on driving scenarios. The methodology helps developers to specify resilience requirements at an early stage, enabling the integration of resilience properties throughout the system lifecycle. Its practical applicability is demonstrated through an example in the field of automotive cybersecurity. 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(2026). Holomorphic induction beyond the norm-continuous setting, with applications to positive energy representations. <i>Journal of Functional Analysis</i>, <i>290</i>(9), Article 111382. <a href=\"https://doi.org/10.1016/j.jfa.2026.111382\">https://doi.org/10.1016/j.jfa.2026.111382</a>","bibtex":"@article{Niestijl_2026, title={Holomorphic induction beyond the norm-continuous setting, with applications to positive energy representations}, volume={290}, DOI={<a href=\"https://doi.org/10.1016/j.jfa.2026.111382\">10.1016/j.jfa.2026.111382</a>}, number={9111382}, journal={Journal of Functional Analysis}, publisher={Elsevier BV}, author={Niestijl, Milan}, year={2026} }","short":"M. Niestijl, Journal of Functional Analysis 290 (2026).","mla":"Niestijl, Milan. “Holomorphic Induction beyond the Norm-Continuous Setting, with Applications to Positive Energy Representations.” <i>Journal of Functional Analysis</i>, vol. 290, no. 9, 111382, Elsevier BV, 2026, doi:<a href=\"https://doi.org/10.1016/j.jfa.2026.111382\">10.1016/j.jfa.2026.111382</a>.","ama":"Niestijl M. Holomorphic induction beyond the norm-continuous setting, with applications to positive energy representations. <i>Journal of Functional Analysis</i>. 2026;290(9). doi:<a href=\"https://doi.org/10.1016/j.jfa.2026.111382\">10.1016/j.jfa.2026.111382</a>","ieee":"M. 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Olbrich, G. Palmirotta, Mathematische Nachrichten 299 (2026) 456–479.","mla":"Olbrich, Martin, and Guendalina Palmirotta. “Solvability of Invariant Systems of Differential Equations on H2$\\mathbb {H}^2$ and Beyond.” <i>Mathematische Nachrichten</i>, vol. 299, no. 2, Wiley, 2026, pp. 456–79, doi:<a href=\"https://doi.org/10.1002/mana.70100\">10.1002/mana.70100</a>.","apa":"Olbrich, M., &#38; Palmirotta, G. (2026). Solvability of invariant systems of differential equations on H2$\\mathbb {H}^2$ and beyond. <i>Mathematische Nachrichten</i>, <i>299</i>(2), 456–479. <a href=\"https://doi.org/10.1002/mana.70100\">https://doi.org/10.1002/mana.70100</a>","ama":"Olbrich M, Palmirotta G. Solvability of invariant systems of differential equations on H2$\\mathbb {H}^2$ and beyond. <i>Mathematische Nachrichten</i>. 2026;299(2):456-479. doi:<a href=\"https://doi.org/10.1002/mana.70100\">10.1002/mana.70100</a>","ieee":"M. Olbrich and G. Palmirotta, “Solvability of invariant systems of differential equations on H2$\\mathbb {H}^2$ and beyond,” <i>Mathematische Nachrichten</i>, vol. 299, no. 2, pp. 456–479, 2026, doi: <a href=\"https://doi.org/10.1002/mana.70100\">10.1002/mana.70100</a>.","chicago":"Olbrich, Martin, and Guendalina Palmirotta. “Solvability of Invariant Systems of Differential Equations on H2$\\mathbb {H}^2$ and Beyond.” <i>Mathematische Nachrichten</i> 299, no. 2 (2026): 456–79. <a href=\"https://doi.org/10.1002/mana.70100\">https://doi.org/10.1002/mana.70100</a>."},"_id":"64569","department":[{"_id":"548"}],"user_id":"109467","language":[{"iso":"eng"}],"publication":"Mathematische Nachrichten","type":"journal_article","abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n                  <jats:p>We show how the Fourier transform for distributional sections of vector bundles over symmetric spaces of non‐compact type  can be used for questions of solvability of systems of invariant differential equations in analogy to Hörmander's proof of the Ehrenpreis–Malgrange theorem. We get complete solvability for the hyperbolic plane  and partial results for products  and the hyperbolic 3‐space .</jats:p>","lang":"eng"}],"status":"public"},{"doi":"10.52041/iase25.138","title":"Branching out data science education: Developing task and computational environment design principles for teaching data science at the high school level through an international research collaboration","author":[{"last_name":"Fergusson","full_name":"Fergusson, Anna","first_name":"Anna"},{"orcid":"0000-0002-6313-5987","last_name":"Podworny","id":"30619","full_name":"Podworny, Susanne","first_name":"Susanne"},{"first_name":"Yannik","last_name":"Fleischer","orcid":"https://orcid.org/0000-0003-0318-0329","full_name":"Fleischer, Yannik","id":"42660"},{"id":"58465","full_name":"Hüsing, Sven","last_name":"Hüsing","first_name":"Sven"},{"full_name":"Puloka, Malia S.","last_name":"Puloka","first_name":"Malia S."},{"first_name":"Rolf","last_name":"Biehler","full_name":"Biehler, Rolf","id":"16274"},{"full_name":"Pfannkuch, Maxine","last_name":"Pfannkuch","first_name":"Maxine"},{"full_name":"Budgett, Stephanie","last_name":"Budgett","first_name":"Stephanie"},{"first_name":"Michelle","full_name":"Dalrymple, Michelle","last_name":"Dalrymple"}],"date_created":"2026-02-25T14:57:57Z","publisher":"International Association for Statistics Education","date_updated":"2026-02-25T14:58:49Z","citation":{"ieee":"A. Fergusson <i>et al.</i>, “Branching out data science education: Developing task and computational environment design principles for teaching data science at the high school level through an international research collaboration,” 2026, doi: <a href=\"https://doi.org/10.52041/iase25.138\">10.52041/iase25.138</a>.","chicago":"Fergusson, Anna, Susanne Podworny, Yannik Fleischer, Sven Hüsing, Malia S. Puloka, Rolf Biehler, Maxine Pfannkuch, Stephanie Budgett, and Michelle Dalrymple. “Branching out Data Science Education: Developing Task and Computational Environment Design Principles for Teaching Data Science at the High School Level through an International Research Collaboration.” In <i>Proceedings of the IASE 2025 Satellite Conference - Statistics and Data Science Education in STEAM</i>. International Association for Statistics Education, 2026. <a href=\"https://doi.org/10.52041/iase25.138\">https://doi.org/10.52041/iase25.138</a>.","ama":"Fergusson A, Podworny S, Fleischer Y, et al. Branching out data science education: Developing task and computational environment design principles for teaching data science at the high school level through an international research collaboration. In: <i>Proceedings of the IASE 2025 Satellite Conference - Statistics and Data Science Education in STEAM</i>. International Association for Statistics Education; 2026. doi:<a href=\"https://doi.org/10.52041/iase25.138\">10.52041/iase25.138</a>","short":"A. Fergusson, S. Podworny, Y. Fleischer, S. Hüsing, M.S. Puloka, R. Biehler, M. Pfannkuch, S. Budgett, M. Dalrymple, in: Proceedings of the IASE 2025 Satellite Conference - Statistics and Data Science Education in STEAM, International Association for Statistics Education, 2026.","mla":"Fergusson, Anna, et al. “Branching out Data Science Education: Developing Task and Computational Environment Design Principles for Teaching Data Science at the High School Level through an International Research Collaboration.” <i>Proceedings of the IASE 2025 Satellite Conference - Statistics and Data Science Education in STEAM</i>, International Association for Statistics Education, 2026, doi:<a href=\"https://doi.org/10.52041/iase25.138\">10.52041/iase25.138</a>.","bibtex":"@inproceedings{Fergusson_Podworny_Fleischer_Hüsing_Puloka_Biehler_Pfannkuch_Budgett_Dalrymple_2026, title={Branching out data science education: Developing task and computational environment design principles for teaching data science at the high school level through an international research collaboration}, DOI={<a href=\"https://doi.org/10.52041/iase25.138\">10.52041/iase25.138</a>}, booktitle={Proceedings of the IASE 2025 Satellite Conference - Statistics and Data Science Education in STEAM}, publisher={International Association for Statistics Education}, author={Fergusson, Anna and Podworny, Susanne and Fleischer, Yannik and Hüsing, Sven and Puloka, Malia S. and Biehler, Rolf and Pfannkuch, Maxine and Budgett, Stephanie and Dalrymple, Michelle}, year={2026} }","apa":"Fergusson, A., Podworny, S., Fleischer, Y., Hüsing, S., Puloka, M. S., Biehler, R., Pfannkuch, M., Budgett, S., &#38; Dalrymple, M. (2026). Branching out data science education: Developing task and computational environment design principles for teaching data science at the high school level through an international research collaboration. <i>Proceedings of the IASE 2025 Satellite Conference - Statistics and Data Science Education in STEAM</i>. <a href=\"https://doi.org/10.52041/iase25.138\">https://doi.org/10.52041/iase25.138</a>"},"year":"2026","publication_status":"published","language":[{"iso":"eng"}],"user_id":"58465","department":[{"_id":"67"}],"_id":"64625","status":"public","type":"conference","publication":"Proceedings of the IASE 2025 Satellite Conference - Statistics and Data Science Education in STEAM"},{"year":"2026","citation":{"ama":"Glöckner H, Neeb K-H. Infinite-dimensional Lie groups. Published online 2026.","chicago":"Glöckner, Helge, and Karl-Hermann Neeb. “Infinite-Dimensional Lie Groups,” 2026.","ieee":"H. Glöckner and K.-H. Neeb, “Infinite-dimensional Lie groups.” 2026.","short":"H. Glöckner, K.-H. Neeb, (2026).","bibtex":"@article{Glöckner_Neeb_2026, title={Infinite-dimensional Lie groups}, author={Glöckner, Helge and Neeb, Karl-Hermann}, year={2026} }","mla":"Glöckner, Helge, and Karl-Hermann Neeb. <i>Infinite-Dimensional Lie Groups</i>. 2026.","apa":"Glöckner, H., &#38; Neeb, K.-H. (2026). <i>Infinite-dimensional Lie groups</i>."},"page":"1056","date_updated":"2026-02-26T06:58:23Z","author":[{"first_name":"Helge","last_name":"Glöckner","id":"178","full_name":"Glöckner, Helge"},{"last_name":"Neeb","full_name":"Neeb, Karl-Hermann","first_name":"Karl-Hermann"}],"date_created":"2026-02-26T06:56:00Z","title":"Infinite-dimensional Lie groups","type":"preprint","status":"public","_id":"64629","external_id":{"arxiv":["arXiv:2602.12362"]},"user_id":"178","department":[{"_id":"10"},{"_id":"87"},{"_id":"93"}],"language":[{"iso":"eng"}]},{"year":"2026","citation":{"ama":"Berger T. <i>Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters</i>.; 2026.","chicago":"Berger, Thilo . <i>Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters</i>, 2026.","ieee":"T. Berger, <i>Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters</i>. 2026.","short":"T. Berger, Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters, 2026.","bibtex":"@book{Berger_2026, title={Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters}, author={Berger, Thilo }, year={2026} }","mla":"Berger, Thilo. <i>Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters</i>. 2026.","apa":"Berger, T. (2026). <i>Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters</i>."},"title":"Comparing Existing Methods to Efficiently Place Drones to Connect Isolated Communication Clusters","date_updated":"2026-02-27T12:17:20Z","date_created":"2026-02-27T12:16:02Z","supervisor":[{"first_name":"Christian","last_name":"Scheideler","full_name":"Scheideler, Christian","id":"20792"}],"author":[{"first_name":"Thilo ","full_name":"Berger, Thilo ","last_name":"Berger"}],"status":"public","type":"mastersthesis","language":[{"iso":"eng"}],"_id":"64783","user_id":"15578","department":[{"_id":"34"},{"_id":"7"},{"_id":"79"}]}]