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Learning of discrete models of variational PDEs from data. <i>Chaos</i>. 2024;34(1). doi:<a href=\"https://doi.org/10.1063/5.0172287\">10.1063/5.0172287</a>","ieee":"C. Offen and S. Ober-Blöbaum, “Learning of discrete models of variational PDEs from data,” <i>Chaos</i>, vol. 34, no. 1, Art. no. 013104, 2024, doi: <a href=\"https://doi.org/10.1063/5.0172287\">10.1063/5.0172287</a>.","apa":"Offen, C., &#38; Ober-Blöbaum, S. (2024). Learning of discrete models of variational PDEs from data. <i>Chaos</i>, <i>34</i>(1), Article 013104. <a href=\"https://doi.org/10.1063/5.0172287\">https://doi.org/10.1063/5.0172287</a>","short":"C. Offen, S. Ober-Blöbaum, Chaos 34 (2024).","chicago":"Offen, Christian, and Sina Ober-Blöbaum. “Learning of Discrete Models of Variational PDEs from Data.” <i>Chaos</i> 34, no. 1 (2024). <a href=\"https://doi.org/10.1063/5.0172287\">https://doi.org/10.1063/5.0172287</a>."},"quality_controlled":"1","project":[{"_id":"52","name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"external_id":{"arxiv":["2308.05082 "]},"oa":"1","status":"public","has_accepted_license":"1","_id":"46469","publisher":"AIP Publishing","ddc":["510"],"user_id":"85279","volume":34,"issue":"1","publication":"Chaos","abstract":[{"lang":"eng","text":"We show how to learn discrete field theories from observational data of fields on a space-time lattice. For this, we train a neural network model of a discrete Lagrangian density such that the discrete Euler--Lagrange equations are consistent with the given training data. We, thus, obtain a structure-preserving machine learning architecture. Lagrangian densities are not uniquely defined by the solutions of a field theory. We introduce a technique to derive regularisers for the training process which optimise numerical regularity of the discrete field theory. Minimisation of the regularisers guarantees that close to the training data the discrete field theory behaves robust and efficient when used in numerical simulations. Further, we show how to identify structurally simple solutions of the underlying continuous field theory such as travelling waves. This is possible even when travelling waves are not present in the training data. This is compared to data-driven model order reduction based approaches, which struggle to identify suitable latent spaces containing structurally simple solutions when these are not present in the training data. Ideas are demonstrated on examples based on the wave equation and the Schrödinger equation. "}],"related_material":{"link":[{"url":"https://github.com/Christian-Offen/DLNN_pde","relation":"software","description":"GitHub"}]},"file":[{"date_created":"2024-01-09T10:48:38Z","creator":"coffen","file_id":"50376","content_type":"application/pdf","title":"Accepted Manuscript Chaos","file_name":"Accepted manuscript with AIP banner CHA23-AR-01370.pdf","file_size":13222105,"access_level":"open_access","relation":"main_file","date_updated":"2024-01-09T10:48:38Z"},{"creator":"coffen","description":"We show how to learn discrete field theories from observational data of fields on a space-time lattice. For this, we train\na neural network model of a discrete Lagrangian density such that the discrete Euler–Lagrange equations are consistent\nwith the given training data. We, thus, obtain a structure-preserving machine learning architecture. Lagrangian\ndensities are not uniquely defined by the solutions of a field theory. We introduce a technique to derive regularisers for\nthe training process which optimise numerical regularity of the discrete field theory. Minimisation of the regularisers\nguarantees that close to the training data the discrete field theory behaves robust and efficient when used in numerical\nsimulations. Further, we show how to identify structurally simple solutions of the underlying continuous field theory\nsuch as travelling waves. This is possible even when travelling waves are not present in the training data. This is\ncompared to data-driven model order reduction based approaches, which struggle to identify suitable latent spaces\ncontaining structurally simple solutions when these are not present in the training data. Ideas are demonstrated on\nexamples based on the wave equation and the Schrödinger equation.","date_created":"2024-01-09T11:19:49Z","relation":"main_file","date_updated":"2024-01-09T11:19:49Z","file_name":"LDensityPDE_AIP.pdf","file_size":12960884,"access_level":"open_access","title":"Learning of discrete models of variational PDEs from data","file_id":"50390","content_type":"application/pdf"}],"date_created":"2023-08-10T08:24:48Z","type":"journal_article","department":[{"_id":"636"}],"year":"2024","title":"Learning of discrete models of variational PDEs from data","publication_identifier":{"issn":["1054-1500"]},"author":[{"first_name":"Christian","last_name":"Offen","orcid":"0000-0002-5940-8057","full_name":"Offen, Christian","id":"85279"},{"id":"16494","first_name":"Sina","last_name":"Ober-Blöbaum","full_name":"Ober-Blöbaum, Sina"}],"date_updated":"2024-08-12T13:45:43Z","publication_status":"published","intvolume":"        34","article_type":"original","article_number":"013104","language":[{"iso":"eng"}],"doi":"10.1063/5.0172287"},{"project":[{"_id":"52","name":"PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing"}],"file_date_updated":"2024-07-10T13:39:32Z","citation":{"chicago":"Offen, Christian. “Machine Learning of Discrete Field Theories with Guaranteed Convergence and Uncertainty Quantification,” n.d.","short":"C. Offen, (n.d.).","apa":"Offen, C. (n.d.). <i>Machine learning of discrete field theories with guaranteed convergence and uncertainty quantification</i>.","ieee":"C. Offen, “Machine learning of discrete field theories with guaranteed convergence and uncertainty quantification.” .","ama":"Offen C. Machine learning of discrete field theories with guaranteed convergence and uncertainty quantification.","bibtex":"@article{Offen, title={Machine learning of discrete field theories with guaranteed convergence and uncertainty quantification}, author={Offen, Christian} }","mla":"Offen, Christian. <i>Machine Learning of Discrete Field Theories with Guaranteed Convergence and Uncertainty Quantification</i>."},"oa":"1","external_id":{"arxiv":["2407.07642"]},"has_accepted_license":"1","status":"public","user_id":"85279","ddc":["510"],"page":"28","_id":"55159","abstract":[{"lang":"eng","text":"We introduce a method based on Gaussian process regression to identify discrete variational principles from observed solutions of a field theory. The method is based on the data-based identification of a discrete Lagrangian density. It is a geometric machine learning technique in the sense that the variational structure of the true field theory is reflected in the data-driven model by design. We provide a rigorous convergence statement of the method. The proof circumvents challenges posed by the ambiguity of discrete Lagrangian densities in the inverse problem of variational calculus.\r\nMoreover, our method can be used to quantify model uncertainty in the equations of motions and any linear observable of the discrete field theory. This is illustrated on the example of the discrete wave equation and Schrödinger equation.\r\nThe article constitutes an extension of our previous article  arXiv:2404.19626 for the data-driven identification of (discrete) Lagrangians for variational dynamics from an ode setting to the setting of discrete pdes."}],"related_material":{"link":[{"url":"https://github.com/Christian-Offen/Lagrangian_GP_PDE","relation":"software","description":"GitHub"}]},"keyword":["System identification","inverse problem of variational calculus","Gaussian process","Lagrangian learning","physics informed machine learning","geometry aware learning"],"type":"preprint","department":[{"_id":"636"}],"file":[{"creator":"coffen","description":"We introduce a method based on Gaussian process regression to identify discrete\nvariational principles from observed solutions of a field theory. The method is based on the data-based identification of a discrete Lagrangian density. It is a geometric machine learning technique in the sense that the variational structure of the true field theory is reflected in the data-driven model by design.\nWe provide a rigorous convergence statement of the method.\nThe proof circumvents challenges posed by the ambiguity of discrete Lagrangian densities in the inverse problem of variational calculus.\nMoreover, our method can be used to quantify model uncertainty in the equations of motions and any linear observable of the discrete field theory.\nThis is illustrated on the example of the discrete wave equation and Schrödinger equation.\nThe article constitutes an extension of our previous article for the data-driven identification of (discrete) Lagrangians for variational dynamics from an ode setting to the setting of discrete pdes.","date_created":"2024-07-10T13:39:32Z","relation":"main_file","date_updated":"2024-07-10T13:39:32Z","file_name":"L_Collocation.pdf","file_size":4569314,"access_level":"open_access","title":"Machine learning of discrete field theories with guaranteed convergence and uncertainty quantification","file_id":"55160","content_type":"application/pdf"}],"date_created":"2024-07-10T13:43:50Z","publication_status":"submitted","date_updated":"2024-08-12T13:43:32Z","title":"Machine learning of discrete field theories with guaranteed convergence and uncertainty quantification","year":"2024","author":[{"full_name":"Offen, Christian","orcid":"0000-0002-5940-8057","last_name":"Offen","first_name":"Christian","id":"85279"}],"language":[{"iso":"eng"}]},{"place":"Guided Ultrasonic Waves: Emerging Methods (GUWEM) Workshop, Überherrn","date_created":"2024-07-17T07:05:23Z","oa":"1","department":[{"_id":"49"}],"type":"misc","citation":{"mla":"Claes, Leander, and Mareen Wippermann. <i>Analysis of Guided Acoustic Waves in Periodically Structured Plates</i>. 2024.","ama":"Claes L, Wippermann M. <i>Analysis of Guided Acoustic Waves in Periodically Structured Plates</i>.; 2024.","bibtex":"@book{Claes_Wippermann_2024, place={Guided Ultrasonic Waves: Emerging Methods (GUWEM) Workshop, Überherrn}, title={Analysis of guided acoustic waves in periodically structured plates}, author={Claes, Leander and Wippermann, Mareen}, year={2024} }","apa":"Claes, L., &#38; Wippermann, M. 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A Mixed-Methods Study on User Experiences and Challenges of Recovery Codes for an End-to-End Encrypted Service. In D. Balzarotti &#38; W. Xu (Eds.), <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association."},"date_created":"2024-08-19T08:02:52Z","type":"conference","department":[{"_id":"740"}],"year":"2024","title":"A Mixed-Methods Study on User Experiences and Challenges of Recovery Codes for an End-to-End Encrypted Service","status":"public","author":[{"first_name":"Sandra","last_name":"Höltervennhoff","full_name":"Höltervennhoff, Sandra"},{"first_name":"Noah","last_name":"Wöhler","full_name":"Wöhler, Noah"},{"full_name":"Möhle, Arne","first_name":"Arne","last_name":"Möhle"},{"full_name":"Oltrogge, Marten","first_name":"Marten","last_name":"Oltrogge"},{"id":"94636","full_name":"Acar, Yasemin","last_name":"Acar","first_name":"Yasemin"},{"full_name":"Wiese, Oliver","last_name":"Wiese","first_name":"Oliver"},{"full_name":"Fahl, Sascha","last_name":"Fahl","first_name":"Sascha"}],"date_updated":"2024-08-19T08:04:17Z","_id":"55633","publisher":"USENIX Association","language":[{"iso":"eng"}],"user_id":"15458","editor":[{"full_name":"Balzarotti, Davide","first_name":"Davide","last_name":"Balzarotti"},{"full_name":"Xu, Wenyuan","first_name":"Wenyuan","last_name":"Xu"}]},{"date_updated":"2024-08-19T08:04:21Z","author":[{"full_name":"Fischer, Konstantin","last_name":"Fischer","first_name":"Konstantin"},{"full_name":"Trummová, Ivana","last_name":"Trummová","first_name":"Ivana"},{"full_name":"Gajland, Phillip","last_name":"Gajland","first_name":"Phillip"},{"full_name":"Acar, Yasemin","last_name":"Acar","first_name":"Yasemin","id":"94636"},{"last_name":"Fahl","first_name":"Sascha","full_name":"Fahl, Sascha"},{"full_name":"Sasse, M. Angela","last_name":"Sasse","first_name":"M. Angela"}],"title":"The Challenges of Bringing Cryptography from Research Papers to Products: Results from an Interview Study with Experts","year":"2024","status":"public","editor":[{"full_name":"Balzarotti, Davide","last_name":"Balzarotti","first_name":"Davide"},{"full_name":"Xu, Wenyuan","first_name":"Wenyuan","last_name":"Xu"}],"user_id":"15458","_id":"55632","language":[{"iso":"eng"}],"publisher":"USENIX Association","citation":{"mla":"Fischer, Konstantin, et al. “The Challenges of Bringing Cryptography from Research Papers to Products: Results from an Interview Study with Experts.” <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu, USENIX Association, 2024.","ama":"Fischer K, Trummová I, Gajland P, Acar Y, Fahl S, Sasse MA. The Challenges of Bringing Cryptography from Research Papers to Products: Results from an Interview Study with Experts. In: Balzarotti D, Xu W, eds. <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association; 2024.","bibtex":"@inproceedings{Fischer_Trummová_Gajland_Acar_Fahl_Sasse_2024, title={The Challenges of Bringing Cryptography from Research Papers to Products: Results from an Interview Study with Experts}, booktitle={33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024}, publisher={USENIX Association}, author={Fischer, Konstantin and Trummová, Ivana and Gajland, Phillip and Acar, Yasemin and Fahl, Sascha and Sasse, M. Angela}, editor={Balzarotti, Davide and Xu, Wenyuan}, year={2024} }","apa":"Fischer, K., Trummová, I., Gajland, P., Acar, Y., Fahl, S., &#38; Sasse, M. A. (2024). The Challenges of Bringing Cryptography from Research Papers to Products: Results from an Interview Study with Experts. In D. Balzarotti &#38; W. Xu (Eds.), <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association.","ieee":"K. Fischer, I. Trummová, P. Gajland, Y. Acar, S. Fahl, and M. A. Sasse, “The Challenges of Bringing Cryptography from Research Papers to Products: Results from an Interview Study with Experts,” in <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, 2024.","chicago":"Fischer, Konstantin, Ivana Trummová, Phillip Gajland, Yasemin Acar, Sascha Fahl, and M. Angela Sasse. “The Challenges of Bringing Cryptography from Research Papers to Products: Results from an Interview Study with Experts.” In <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu. USENIX Association, 2024.","short":"K. Fischer, I. Trummová, P. Gajland, Y. Acar, S. Fahl, M.A. Sasse, in: D. Balzarotti, W. Xu (Eds.), 33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024, USENIX Association, 2024."},"publication":"33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024","department":[{"_id":"740"}],"type":"conference","date_created":"2024-08-19T07:56:08Z"},{"citation":{"ieee":"M. Fourné <i>et al.</i>, “‘These results must be false’: A usability evaluation of constant-time analysis tools,” in <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, 2024.","apa":"Fourné, M., Braga, D. D. A., Jancar, J., Sabt, M., Schwabe, P., Barthe, G., Fouque, P.-A., &#38; Acar, Y. (2024). “These results must be false”: A usability evaluation of constant-time analysis tools. In D. Balzarotti &#38; W. Xu (Eds.), <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association.","mla":"Fourné, Marcel, et al. “‘These Results Must Be False’: A Usability Evaluation of Constant-Time Analysis Tools.” <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu, USENIX Association, 2024.","bibtex":"@inproceedings{Fourné_Braga_Jancar_Sabt_Schwabe_Barthe_Fouque_Acar_2024, title={“These results must be false”: A usability evaluation of constant-time analysis tools}, booktitle={33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024}, publisher={USENIX Association}, author={Fourné, Marcel and Braga, Daniel De Almeida and Jancar, Jan and Sabt, Mohamed and Schwabe, Peter and Barthe, Gilles and Fouque, Pierre-Alain and Acar, Yasemin}, editor={Balzarotti, Davide and Xu, Wenyuan}, year={2024} }","short":"M. Fourné, D.D.A. Braga, J. Jancar, M. Sabt, P. Schwabe, G. Barthe, P.-A. Fouque, Y. Acar, in: D. Balzarotti, W. Xu (Eds.), 33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024, USENIX Association, 2024.","ama":"Fourné M, Braga DDA, Jancar J, et al. “These results must be false”: A usability evaluation of constant-time analysis tools. In: Balzarotti D, Xu W, eds. <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association; 2024.","chicago":"Fourné, Marcel, Daniel De Almeida Braga, Jan Jancar, Mohamed Sabt, Peter Schwabe, Gilles Barthe, Pierre-Alain Fouque, and Yasemin Acar. “‘These Results Must Be False’: A Usability Evaluation of Constant-Time Analysis Tools.” In <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu. USENIX Association, 2024."},"publication":"33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024","date_created":"2024-08-19T08:14:13Z","department":[{"_id":"740"}],"type":"conference","author":[{"first_name":"Marcel","last_name":"Fourné","full_name":"Fourné, Marcel"},{"full_name":"Braga, Daniel De Almeida","last_name":"Braga","first_name":"Daniel De Almeida"},{"full_name":"Jancar, Jan","first_name":"Jan","last_name":"Jancar"},{"last_name":"Sabt","first_name":"Mohamed","full_name":"Sabt, Mohamed"},{"first_name":"Peter","last_name":"Schwabe","full_name":"Schwabe, Peter"},{"last_name":"Barthe","first_name":"Gilles","full_name":"Barthe, Gilles"},{"full_name":"Fouque, Pierre-Alain","last_name":"Fouque","first_name":"Pierre-Alain"},{"id":"94636","first_name":"Yasemin","last_name":"Acar","full_name":"Acar, Yasemin"}],"title":"\"These results must be false\": A usability evaluation of constant-time analysis tools","status":"public","year":"2024","date_updated":"2024-08-19T08:25:10Z","_id":"55634","language":[{"iso":"eng"}],"publisher":"USENIX Association","editor":[{"full_name":"Balzarotti, Davide","last_name":"Balzarotti","first_name":"Davide"},{"last_name":"Xu","first_name":"Wenyuan","full_name":"Xu, Wenyuan"}],"user_id":"15458"},{"publication":"33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024","citation":{"chicago":"Huaman, Nicolas, Jacques Suray, Jan H. Klemmer, Marcel Fourné, Sabrina Amft, Ivana Trummová, Yasemin Acar, and Sascha Fahl. “‘You Have to Read 50 Different RFCs That Contradict Each Other’: An Interview Study on the Experiences of Implementing Cryptographic Standards.” In <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu. USENIX Association, 2024.","ama":"Huaman N, Suray J, Klemmer JH, et al. “You have to read 50 different RFCs that contradict each other”: An Interview Study on the Experiences of Implementing Cryptographic Standards. In: Balzarotti D, Xu W, eds. <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association; 2024.","short":"N. Huaman, J. Suray, J.H. Klemmer, M. Fourné, S. Amft, I. Trummová, Y. Acar, S. Fahl, in: D. Balzarotti, W. Xu (Eds.), 33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024, USENIX Association, 2024.","bibtex":"@inproceedings{Huaman_Suray_Klemmer_Fourné_Amft_Trummová_Acar_Fahl_2024, title={“You have to read 50 different RFCs that contradict each other”: An Interview Study on the Experiences of Implementing Cryptographic Standards}, booktitle={33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024}, publisher={USENIX Association}, author={Huaman, Nicolas and Suray, Jacques and Klemmer, Jan H. and Fourné, Marcel and Amft, Sabrina and Trummová, Ivana and Acar, Yasemin and Fahl, Sascha}, editor={Balzarotti, Davide and Xu, Wenyuan}, year={2024} }","apa":"Huaman, N., Suray, J., Klemmer, J. H., Fourné, M., Amft, S., Trummová, I., Acar, Y., &#38; Fahl, S. (2024). “You have to read 50 different RFCs that contradict each other”: An Interview Study on the Experiences of Implementing Cryptographic Standards. In D. Balzarotti &#38; W. Xu (Eds.), <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association.","mla":"Huaman, Nicolas, et al. “‘You Have to Read 50 Different RFCs That Contradict Each Other’: An Interview Study on the Experiences of Implementing Cryptographic Standards.” <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu, USENIX Association, 2024.","ieee":"N. Huaman <i>et al.</i>, “‘You have to read 50 different RFCs that contradict each other’: An Interview Study on the Experiences of Implementing Cryptographic Standards,” in <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, 2024."},"date_created":"2024-08-19T08:26:29Z","type":"conference","department":[{"_id":"740"}],"year":"2024","status":"public","title":"\"You have to read 50 different RFCs that contradict each other\": An Interview Study on the Experiences of Implementing Cryptographic Standards","author":[{"last_name":"Huaman","first_name":"Nicolas","full_name":"Huaman, Nicolas"},{"first_name":"Jacques","last_name":"Suray","full_name":"Suray, Jacques"},{"full_name":"Klemmer, Jan H.","last_name":"Klemmer","first_name":"Jan H."},{"full_name":"Fourné, Marcel","last_name":"Fourné","first_name":"Marcel"},{"full_name":"Amft, Sabrina","last_name":"Amft","first_name":"Sabrina"},{"full_name":"Trummová, Ivana","first_name":"Ivana","last_name":"Trummová"},{"first_name":"Yasemin","last_name":"Acar","full_name":"Acar, Yasemin","id":"94636"},{"full_name":"Fahl, Sascha","first_name":"Sascha","last_name":"Fahl"}],"date_updated":"2024-08-19T08:54:05Z","_id":"55636","language":[{"iso":"eng"}],"publisher":"USENIX Association","user_id":"15458","editor":[{"full_name":"Balzarotti, Davide","first_name":"Davide","last_name":"Balzarotti"},{"last_name":"Xu","first_name":"Wenyuan","full_name":"Xu, Wenyuan"}]},{"_id":"55641","language":[{"iso":"eng"}],"publisher":"USENIX Association","user_id":"15458","editor":[{"full_name":"Balzarotti, Davide","first_name":"Davide","last_name":"Balzarotti"},{"full_name":"Xu, Wenyuan","last_name":"Xu","first_name":"Wenyuan"}],"status":"public","year":"2024","title":"\"But they have overlooked a few things in Afghanistan: \" An Analysis of the Integration of Biometric Voter Verification in the 2019 Afghan Presidential Elections","author":[{"first_name":"Kabir","last_name":"Panahi","full_name":"Panahi, Kabir"},{"first_name":"Shawn","last_name":"Robertson","full_name":"Robertson, Shawn"},{"first_name":"Yasemin","last_name":"Acar","full_name":"Acar, Yasemin","id":"94636"},{"full_name":"Bardas, Alexandru G.","first_name":"Alexandru G.","last_name":"Bardas"},{"full_name":"Kohno, Tadayoshi","last_name":"Kohno","first_name":"Tadayoshi"},{"first_name":"Lucy","last_name":"Simko","full_name":"Simko, Lucy"}],"date_updated":"2024-08-19T08:53:38Z","date_created":"2024-08-19T08:34:15Z","type":"conference","department":[{"_id":"740"}],"publication":"33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024","citation":{"apa":"Panahi, K., Robertson, S., Acar, Y., Bardas, A. G., Kohno, T., &#38; Simko, L. (2024). \"But they have overlooked a few things in Afghanistan: \" An Analysis of the Integration of Biometric Voter Verification in the 2019 Afghan Presidential Elections. In D. Balzarotti &#38; W. Xu (Eds.), <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association.","mla":"Panahi, Kabir, et al. “\"But They Have Overlooked a Few Things in Afghanistan: \" An Analysis of the Integration of Biometric Voter Verification in the 2019 Afghan Presidential Elections.” <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu, USENIX Association, 2024.","ieee":"K. Panahi, S. Robertson, Y. Acar, A. G. Bardas, T. Kohno, and L. Simko, “\"But they have overlooked a few things in Afghanistan: \" An Analysis of the Integration of Biometric Voter Verification in the 2019 Afghan Presidential Elections,” in <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, 2024.","short":"K. Panahi, S. Robertson, Y. Acar, A.G. Bardas, T. Kohno, L. Simko, in: D. Balzarotti, W. Xu (Eds.), 33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024, USENIX Association, 2024.","ama":"Panahi K, Robertson S, Acar Y, Bardas AG, Kohno T, Simko L. \"But they have overlooked a few things in Afghanistan: \" An Analysis of the Integration of Biometric Voter Verification in the 2019 Afghan Presidential Elections. In: Balzarotti D, Xu W, eds. <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association; 2024.","chicago":"Panahi, Kabir, Shawn Robertson, Yasemin Acar, Alexandru G. Bardas, Tadayoshi Kohno, and Lucy Simko. “\"But They Have Overlooked a Few Things in Afghanistan: \" An Analysis of the Integration of Biometric Voter Verification in the 2019 Afghan Presidential Elections.” In <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu. USENIX Association, 2024.","bibtex":"@inproceedings{Panahi_Robertson_Acar_Bardas_Kohno_Simko_2024, title={\"But they have overlooked a few things in Afghanistan: \" An Analysis of the Integration of Biometric Voter Verification in the 2019 Afghan Presidential Elections}, booktitle={33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024}, publisher={USENIX Association}, author={Panahi, Kabir and Robertson, Shawn and Acar, Yasemin and Bardas, Alexandru G. and Kohno, Tadayoshi and Simko, Lucy}, editor={Balzarotti, Davide and Xu, Wenyuan}, year={2024} }"}},{"citation":{"short":"H.S. Ramulu, H. Schmitt, D. Wermke, Y. Acar, in: D. Balzarotti, W. Xu (Eds.), 33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024, USENIX Association, 2024.","chicago":"Ramulu, Harshini Sri, Helen Schmitt, Dominik Wermke, and Yasemin Acar. “Security and Privacy Software Creators’ Perspectives on Unintended Consequences.” In <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu. USENIX Association, 2024.","apa":"Ramulu, H. S., Schmitt, H., Wermke, D., &#38; Acar, Y. (2024). Security and Privacy Software Creators’ Perspectives on Unintended Consequences. In D. Balzarotti &#38; W. Xu (Eds.), <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association.","ieee":"H. S. Ramulu, H. Schmitt, D. Wermke, and Y. Acar, “Security and Privacy Software Creators’ Perspectives on Unintended Consequences,” in <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, 2024.","ama":"Ramulu HS, Schmitt H, Wermke D, Acar Y. Security and Privacy Software Creators’ Perspectives on Unintended Consequences. In: Balzarotti D, Xu W, eds. <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>. USENIX Association; 2024.","bibtex":"@inproceedings{Ramulu_Schmitt_Wermke_Acar_2024, title={Security and Privacy Software Creators’ Perspectives on Unintended Consequences}, booktitle={33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024}, publisher={USENIX Association}, author={Ramulu, Harshini Sri and Schmitt, Helen and Wermke, Dominik and Acar, Yasemin}, editor={Balzarotti, Davide and Xu, Wenyuan}, year={2024} }","mla":"Ramulu, Harshini Sri, et al. “Security and Privacy Software Creators’ Perspectives on Unintended Consequences.” <i>33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024</i>, edited by Davide Balzarotti and Wenyuan Xu, USENIX Association, 2024."},"publication":"33rd USENIX Security Symposium, USENIX Security 2024, Philadelphia, PA, USA, August 14-16, 2024","date_created":"2024-08-19T08:42:02Z","department":[{"_id":"740"}],"type":"conference","author":[{"full_name":"Ramulu, Harshini Sri","first_name":"Harshini Sri","last_name":"Ramulu"},{"full_name":"Schmitt, Helen","first_name":"Helen","last_name":"Schmitt"},{"full_name":"Wermke, Dominik","last_name":"Wermke","first_name":"Dominik"},{"full_name":"Acar, Yasemin","first_name":"Yasemin","last_name":"Acar","id":"94636"}],"year":"2024","status":"public","title":"Security and Privacy Software Creators’ Perspectives on Unintended Consequences","date_updated":"2024-08-19T08:53:32Z","_id":"55642","language":[{"iso":"eng"}],"publisher":"USENIX Association","editor":[{"first_name":"Davide","last_name":"Balzarotti","full_name":"Balzarotti, Davide"},{"full_name":"Xu, Wenyuan","last_name":"Xu","first_name":"Wenyuan"}],"user_id":"15458"},{"doi":"10.52041/serj.v23i1.450","main_file_link":[{"open_access":"1","url":"https://doi.org/10.52041/serj.v23i1.450"}],"article_number":"3","language":[{"iso":"eng"}],"date_updated":"2024-08-21T10:02:38Z","publication_status":"published","intvolume":"        23","title":"Teaching and Learning to Construct Data-Based Decision Trees Using Data Cards as the First Introduction to Machine Learning in Middle School","year":"2024","author":[{"id":"42660","full_name":"Fleischer, Franz Yannik","orcid":"https://orcid.org/0000-0003-0318-0329","last_name":"Fleischer","first_name":"Franz Yannik"},{"id":"30619","last_name":"Podworny","first_name":"Susanne","orcid":"0000-0002-6313-5987","full_name":"Podworny, Susanne"},{"id":"16274","full_name":"Biehler, Rolf","first_name":"Rolf","last_name":"Biehler"}],"publication_identifier":{"issn":["1570-1824"]},"type":"journal_article","department":[{"_id":"363"}],"date_created":"2024-08-21T09:59:33Z","abstract":[{"lang":"eng","text":"<jats:p>This study investigates how 11- to 12-year-old students construct data-based decision trees using data cards for classification purposes. We examine the students' heuristics and reasoning during this process. The research is based on an eight-week teaching unit during which students labeled data, built decision trees, and assessed them using test data. They learned to manually construct decision trees to classify food items as recommendable or not. They utilized data cards with a heuristic that is a simplified form of a machine learning algorithm. We report on evidence that this topic is teachable to middle school students, along with insights for refining our teaching approach and broader implications for teaching machine learning at the school level.</jats:p>"}],"issue":"1","publication":"Statistics Education Research Journal","user_id":"37888","volume":23,"_id":"55667","publisher":"International Association for Statistical Education","status":"public","oa":"1","citation":{"bibtex":"@article{Fleischer_Podworny_Biehler_2024, title={Teaching and Learning to Construct Data-Based Decision Trees Using Data Cards as the First Introduction to Machine Learning in Middle School}, volume={23}, DOI={<a href=\"https://doi.org/10.52041/serj.v23i1.450\">10.52041/serj.v23i1.450</a>}, number={13}, journal={Statistics Education Research Journal}, publisher={International Association for Statistical Education}, author={Fleischer, Franz Yannik and Podworny, Susanne and Biehler, Rolf}, year={2024} }","ama":"Fleischer FY, Podworny S, Biehler R. Teaching and Learning to Construct Data-Based Decision Trees Using Data Cards as the First Introduction to Machine Learning in Middle School. <i>Statistics Education Research Journal</i>. 2024;23(1). doi:<a href=\"https://doi.org/10.52041/serj.v23i1.450\">10.52041/serj.v23i1.450</a>","mla":"Fleischer, Franz Yannik, et al. “Teaching and Learning to Construct Data-Based Decision Trees Using Data Cards as the First Introduction to Machine Learning in Middle School.” <i>Statistics Education Research Journal</i>, vol. 23, no. 1, 3, International Association for Statistical Education, 2024, doi:<a href=\"https://doi.org/10.52041/serj.v23i1.450\">10.52041/serj.v23i1.450</a>.","chicago":"Fleischer, Franz Yannik, Susanne Podworny, and Rolf Biehler. “Teaching and Learning to Construct Data-Based Decision Trees Using Data Cards as the First Introduction to Machine Learning in Middle School.” <i>Statistics Education Research Journal</i> 23, no. 1 (2024). <a href=\"https://doi.org/10.52041/serj.v23i1.450\">https://doi.org/10.52041/serj.v23i1.450</a>.","short":"F.Y. Fleischer, S. Podworny, R. Biehler, Statistics Education Research Journal 23 (2024).","ieee":"F. Y. Fleischer, S. Podworny, and R. Biehler, “Teaching and Learning to Construct Data-Based Decision Trees Using Data Cards as the First Introduction to Machine Learning in Middle School,” <i>Statistics Education Research Journal</i>, vol. 23, no. 1, Art. no. 3, 2024, doi: <a href=\"https://doi.org/10.52041/serj.v23i1.450\">10.52041/serj.v23i1.450</a>.","apa":"Fleischer, F. Y., Podworny, S., &#38; Biehler, R. (2024). 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The fairly general arguments underlying the leakage suppression apply to TM modes of all orders simultaneously, and are independent of wavelength. These plus-shaped waveguides support strictly guided, non-leaky TM modes for, in principle, arbitrarily shallow etching.","lang":"eng"}],"language":[{"iso":"eng"}],"doi":"10.1364/josab.528729","title":"Symmetry-protected TM modes in rib-like, plus-shaped optical waveguides with shallow etching","year":"2024","author":[{"last_name":"Üstün","first_name":"Necati","full_name":"Üstün, Necati"},{"full_name":"Farheen, Henna","first_name":"Henna","orcid":"0000-0001-7730-3489","last_name":"Farheen","id":"53444"},{"id":"48077","full_name":"Hammer, Manfred","first_name":"Manfred","last_name":"Hammer","orcid":"0000-0002-6331-9348"},{"id":"158","full_name":"Förstner, Jens","orcid":"0000-0001-7059-9862","last_name":"Förstner","first_name":"Jens"}],"publication_identifier":{"issn":["0740-3224","1520-8540"]},"publication_status":"published","date_updated":"2024-08-25T10:48:42Z","article_type":"original","intvolume":"        41","oa":"1","file_date_updated":"2024-08-25T10:48:05Z","citation":{"mla":"Üstün, Necati, et al. “Symmetry-Protected TM Modes in Rib-like, plus-Shaped Optical Waveguides with Shallow Etching.” <i>Journal of the Optical Society of America B</i>, vol. 41, no. 9, Optica Publishing Group, 2024, p. 2077, doi:<a href=\"https://doi.org/10.1364/josab.528729\">10.1364/josab.528729</a>.","bibtex":"@article{Üstün_Farheen_Hammer_Förstner_2024, title={Symmetry-protected TM modes in rib-like, plus-shaped optical waveguides with shallow etching}, volume={41}, DOI={<a href=\"https://doi.org/10.1364/josab.528729\">10.1364/josab.528729</a>}, number={9}, journal={Journal of the Optical Society of America B}, publisher={Optica Publishing Group}, author={Üstün, Necati and Farheen, Henna and Hammer, Manfred and Förstner, Jens}, year={2024}, pages={2077} }","ama":"Üstün N, Farheen H, Hammer M, Förstner J. 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