{ "types" : { "Bookmark" : { "pluralLabel" : "Bookmarks" }, "Publication" : { "pluralLabel" : "Publications" }, "GoldStandardPublication" : { "pluralLabel" : "GoldStandardPublications" }, "GoldStandardBookmark" : { "pluralLabel" : "GoldStandardBookmarks" }, "Tag" : { "pluralLabel" : "Tags" }, "User" : { "pluralLabel" : "Users" }, "Group" : { "pluralLabel" : "Groups" }, "Sphere" : { "pluralLabel" : "Spheres" } }, "properties" : { "count" : { "valueType" : "number" }, "date" : { "valueType" : "date" }, "changeDate" : { "valueType" : "date" }, "url" : { "valueType" : "url" }, "id" : { "valueType" : "url" }, "tags" : { "valueType" : "item" }, "user" : { "valueType" : "item" } }, "items" : [ { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/21eb2bb4951a0104ba400e5f9529ce502/testusersimtech", "tags" : [ "EXC2075","PN3","PN3A-8","PN5","PN5-7","PN6","PN6-1(II)","misc" ], "intraHash" : "1eb2bb4951a0104ba400e5f9529ce502", "interHash" : "e9d1b612a6b17d90226f0f74c57a399e", "label" : "Randomized Symplectic Model Order Reduction for Hamiltonian Systems", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 4, "pub-type": "inproceedings", "booktitle": "Large-Scale Scientific Computations","publisher":"Springer Nature Switzerland","address":"Cham", "year": "2024", "url": "", "author": [ "R. Herkert","P. Buchfink","B. Haasdonk","J. Rettberg","J. Fehr" ], "authors": [ {"first" : "R.", "last" : "Herkert"}, {"first" : "P.", "last" : "Buchfink"}, {"first" : "B.", "last" : "Haasdonk"}, {"first" : "J.", "last" : "Rettberg"}, {"first" : "J.", "last" : "Fehr"} ], "editor": [ "Ivan Lirkov","Svetozar Margenov" ], "editors": [ {"first" : "Ivan", "last" : "Lirkov"}, {"first" : "Svetozar", "last" : "Margenov"} ], "pages": "99--107","abstract": "Simulations of large scale dynamical systems in multi-query or real-time contexts require efficient surrogate modelling techniques, as e.g. achieved via Model Order Reduction (MOR). Recently, symplectic methods like the complex singular value decomposition (cSVD) or the SVD-like decomposition have been developed for preserving Hamiltonian structure during MOR. In this contribution, we show how symplectic structure preserving basis generation can be made more efficient with randomized matrix factorizations. We present a randomized complex SVD (rcSVD) algorithm and a randomized SVD-like decomposition (rSVD-like). We demonstrate the efficiency of the approaches with numerical experiments on high dimensional systems.", "isbn" : "978-3-031-56208-2", "bibtexKey": "10.1007/978-3-031-56208-2_9" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2c01258abd2921f28efb25a02c0940cb7/testusersimtech", "tags" : [ "EXC2075","PN6-5","PN6-5(II)","misc" ], "intraHash" : "c01258abd2921f28efb25a02c0940cb7", "interHash" : "47c8ca6d1ac5ac549e6f6b7ae63abe8c", "label" : "Explaining Vision-Language Similarities in Dual Encoders with Feature-Pair Attributions", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 6, "pub-type": "misc", "year": "2024", "url": "https://arxiv.org/abs/2408.14153", "author": [ "Lucas Möller","Pascal Tilli","Ngoc Thang Vu","Sebastian Padó" ], "authors": [ {"first" : "Lucas", "last" : "Möller"}, {"first" : "Pascal", "last" : "Tilli"}, {"first" : "Ngoc Thang", "last" : "Vu"}, {"first" : "Sebastian", "last" : "Padó"} ], "eprint" : "2408.14153", "archiveprefix" : "arXiv", "primaryclass" : "cs.CV", "bibtexKey": "möller2024explainingvisionlanguagesimilaritiesdual" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/240afd7347f9a617cb6cb2c623248edca/testusersimtech", "tags" : [ "EXC2075","PN1","PN1-10","misc" ], "intraHash" : "40afd7347f9a617cb6cb2c623248edca", "interHash" : "f7082ccd8db4bd80faf045bee455eef1", "label" : "Learned RESESOP for solving inverse problems with inexact forward operator", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 5, "pub-type": "misc", "year": "2024", "url": "https://arxiv.org/abs/2410.23061", "author": [ "Mathias S. Feinler","Bernadette N. Hahn" ], "authors": [ {"first" : "Mathias S.", "last" : "Feinler"}, {"first" : "Bernadette N.", "last" : "Hahn"} ], "eprint" : "2410.23061", "archiveprefix" : "arXiv", "primaryclass" : "math.NA", "bibtexKey": "feinler2024learnedresesopsolvinginverse" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2a935bae2b08351be41efd97fae95465e/testusersimtech", "tags" : [ "EXC2075","PN6","PN6-5","PN6-5(II)","misc" ], "intraHash" : "a935bae2b08351be41efd97fae95465e", "interHash" : "ae2771c0b5955a966fc1cef34a99462e", "label" : "Anonymizing Speech with Generative Adversarial Networks to Preserve Speaker Privacy", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 5, "pub-type": "inproceedings", "booktitle": "2022 IEEE Spoken Language Technology Workshop (SLT)", "year": "2023", "url": "", "author": [ "Sarina Meyer","Pascal Tilli","Pavel Denisov","Florian Lux","Julia Koch","Ngoc Thang Vu" ], "authors": [ {"first" : "Sarina", "last" : "Meyer"}, {"first" : "Pascal", "last" : "Tilli"}, {"first" : "Pavel", "last" : "Denisov"}, {"first" : "Florian", "last" : "Lux"}, {"first" : "Julia", "last" : "Koch"}, {"first" : "Ngoc Thang", "last" : "Vu"} ], "pages": "912--919", "bibtexKey": "meyer2023anonymizing" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2884f529f6a889cf4e38b853501114fde/testusersimtech", "tags" : [ "EXC2075","PN6","PN6-2","misc" ], "intraHash" : "884f529f6a889cf4e38b853501114fde", "interHash" : "9b7ef067104bc4e2fe485fbeae5721a3", "label" : "A Deep Learning Approach for Thermal Plume Prediction of Groundwater Heat Pumps", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 9, "pub-type": "misc", "year": "2022", "url": "", "author": [ "Raphael Leiteritz","Kyle Davis","Miriam Schulte","Dirk Pflüger" ], "authors": [ {"first" : "Raphael", "last" : "Leiteritz"}, {"first" : "Kyle", "last" : "Davis"}, {"first" : "Miriam", "last" : "Schulte"}, {"first" : "Dirk", "last" : "Pflüger"} ], "language" : "eng", "doi" : "10.48550/arXiv.2203.14961", "bibtexKey": "leiteritz2022learning" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/26602e5aa5fe8cbb6a32d0e8e55d91594/testusersimtech", "tags" : [ "EXC2075","PN6","PN6-2","misc" ], "intraHash" : "6602e5aa5fe8cbb6a32d0e8e55d91594", "interHash" : "689cf81ddf5b7267aac7ca56118e081a", "label" : "Deep learning based surrogate modeling for thermal plume prediction of groundwater heat pumps", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 8, "pub-type": "misc", "year": "2023", "url": "", "author": [ "Kyle Davis","Raphael Leiteritz","Dirk Pflüger","Miriam Schulte" ], "authors": [ {"first" : "Kyle", "last" : "Davis"}, {"first" : "Raphael", "last" : "Leiteritz"}, {"first" : "Dirk", "last" : "Pflüger"}, {"first" : "Miriam", "last" : "Schulte"} ], "language" : "eng", "bemerkung" : "Doppeleintrag", "doi" : "10.48550/arXiv.2302.08199", "bibtexKey": "davis2023learning" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2aeeb14efd7abd3f25bd7cb1c334b9b02/testusersimtech", "tags" : [ "EXC2075","PN3","PN3A-8","PN5","PN5-7","PN6","PN6-1(II)","misc" ], "intraHash" : "aeeb14efd7abd3f25bd7cb1c334b9b02", "interHash" : "4bb75fc30869377dbea5eaa528b58e4f", "label" : "Error Analysis of Randomized Symplectic Model Order Reduction for Hamiltonian systems", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 5, "pub-type": "misc", "year": "2024", "url": "https://arxiv.org/abs/2405.10465", "author": [ "Robin Herkert","Patrick Buchfink","Bernard Haasdonk","Johannes Rettberg","Jörg Fehr" ], "authors": [ {"first" : "Robin", "last" : "Herkert"}, {"first" : "Patrick", "last" : "Buchfink"}, {"first" : "Bernard", "last" : "Haasdonk"}, {"first" : "Johannes", "last" : "Rettberg"}, {"first" : "Jörg", "last" : "Fehr"} ], "eprint" : "2405.10465", "archiveprefix" : "arXiv", "primaryclass" : "math.NA", "bibtexKey": "herkert2024erroranalysisrandomizedsymplectic" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2e8ebd2f42b453167d2065725486828cb/testusersimtech", "tags" : [ "EXC2075","PN6","PN6-2(II)","misc" ], "intraHash" : "e8ebd2f42b453167d2065725486828cb", "interHash" : "bfbc52cd98d241445f5051b284bf6ded", "label" : "Evaluation of SYCL\u2019s Different Data Parallel Kernels", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 10, "pub-type": "inproceedings", "booktitle": "Proceedings of the 12th International Workshop on OpenCL and SYCL","series": "IWOCL '24","publisher":"Association for Computing Machinery","address":"New York, NY, USA", "year": "2024", "url": "https://doi.org/10.1145/3648115.3648130", "author": [ "Marcel Breyer","Alexander Van Craen","Dirk Pflüger" ], "authors": [ {"first" : "Marcel", "last" : "Breyer"}, {"first" : "Alexander", "last" : "Van Craen"}, {"first" : "Dirk", "last" : "Pflüger"} ], "pages": "1-4","abstract": "SYCL provides programmers with four, and in the case of AdaptiveCpp even five, ways for calling and writing a device kernel. This paper analyzes the performance of these diverse kernel invocation types for DPC++ and AdaptiveCpp as SYCL implementations on an NVIDIA A100 GPU, an AMD Instinct MI210 GPU, and a dual-socket AMD EPYC 9274F CPU. Using the example of a kernel matrix assembly, we show why the performance can differ by a factor of 100 in the worst case on the same hardware for the same problem using different SYCL implementations and kernel invocation types.", "isbn" : "9798400717901", "language" : "english", "numpages" : "4", "articleno" : "10", "location" : "Chicago, IL, USA", "doi" : "10.1145/3648115.3648130", "bibtexKey": "breyer2024evaluation" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/233407a05e38ef8e3f3e6a81653144555/testusersimtech", "tags" : [ "EXC2075","PN6-5","PN6-5(II)","misc" ], "intraHash" : "33407a05e38ef8e3f3e6a81653144555", "interHash" : "5e7111cf2dfaf83a1f5579e2ed148eac", "label" : "Controllable Generation of Artificial Speaker Embeddings through Discovery of Principal Directions", "user" : "testusersimtech", "description" : "", "date" : "2025-01-27 13:09:00", "changeDate" : "2025-01-27 13:09:00", "count" : 6, "pub-type": "inproceedings", "booktitle": "INTERSPEECH 2023", "year": "2023", "url": "", "author": [ "Florian Lux","Pascal Tilli","Sarina Meyer","Ngoc Thang Vu" ], "authors": [ {"first" : "Florian", "last" : "Lux"}, {"first" : "Pascal", "last" : "Tilli"}, {"first" : "Sarina", "last" : "Meyer"}, {"first" : "Ngoc Thang", "last" : "Vu"} ], "pages": "4788--4792", "issn" : "2958-1796", "doi" : "10.21437/Interspeech.2023-858", "bibtexKey": "lux23_interspeech" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2b6eee2b3b6a50389f03368bcf3ed7437/testusersimtech", "tags" : [ "EXC2075","PN7-1(II)Becker","PN7-1.1","misc" ], "intraHash" : "b6eee2b3b6a50389f03368bcf3ed7437", "interHash" : "1fde610dc74ce6153cb9913558539c43", "label" : "Persival: Using Delayed Remote Updates in a Distributed Mobile Simulation", "user" : "testusersimtech", "description" : "", "date" : "2024-10-07 09:24:07", "changeDate" : "2024-10-07 09:24:07", "count" : 12, "pub-type": "article", "journal": "2023 32nd International Conference on Computer Communications and Networks (ICCCN)", "year": "2023", "url": "/brokenurl#10.1109/ICCCN58024.2023.10230159", "author": [ "Johannes Kässinger","David Rosin","Frank Dürr","Benedikt Mehler","Thomas Hubatscheck","Kurt Rothermel" ], "authors": [ {"first" : "Johannes", "last" : "Kässinger"}, {"first" : "David", "last" : "Rosin"}, {"first" : "Frank", "last" : "Dürr"}, {"first" : "Benedikt", "last" : "Mehler"}, {"first" : "Thomas", "last" : "Hubatscheck"}, {"first" : "Kurt", "last" : "Rothermel"} ], "abstract": "Executing complex simulations on mobile devices such as augmented reality (AR) glasses or smartphones enables many novel pervasive applications. For instance, a physiotherapist can display muscles and bones in real-time as a visual overlay on the patient's body. The major challenge of such pervasive simulations is the complexity of the simulation, which typically exceeds the resources of the mobile device by far. Offloading computationally intensive simulations to a remote server is a promising method to enable real-time simulations on resource-constrained mobile devices without compromising the quality of the simulation results. However, the results of offloaded computations may arrive with an inevitable communication delay, which is critical for real-time simulations and also induces communication overhead. In this work, we tackle these challenges by proposing a novel approach for pervasive simulations on mobile devices. We combine a low-quality local Neural Network (NN) model on the mobile device with a high-quality NN model on a remote server, particularly taking care to integrate delayed updates from the server with the local simulation results. This distributed approach has several advantages over purely local or remote execution models: We benefit from high-quality remote results, while being robust to dynamic delays, server and network failures, and we reduce the communication overhead.", "eventtitle" : "Submitted to: International Conference on Computer Communications and Networks (ICCCN 2023)", "doi" : "10.1109/ICCCN58024.2023.10230159", "bibtexKey": "kassinger2023persival" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/266d5dc0079fa9dbeec491abdae468725/testusersimtech", "tags" : [ "EXC2075","PN5","PN5-2A","misc" ], "intraHash" : "66d5dc0079fa9dbeec491abdae468725", "interHash" : "9e8d61457a3d9f309e10f8b47f189f19", "label" : "Development of efficient multiscale multiphysics models accounting for reversible flow at various subsurface energy storage sites", "user" : "testusersimtech", "description" : "", "date" : "2024-10-07 09:24:07", "changeDate" : "2024-10-07 09:24:07", "count" : 7, "pub-type": "misc", "publisher":"Universität Stuttgart", "year": "2021", "url": "http://elib.uni-stuttgart.de/handle/11682/11770", "author": [ "Beatrix Becker" ], "authors": [ {"first" : "Beatrix", "last" : "Becker"} ], "copyright" : "info:eu-repo/semantics/openAccess", "doi" : "10.18419/OPUS-11753", "bibtexKey": "https://doi.org/10.18419/opus-11753" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2bd939eef78c303b90b13abc28e29ad5c/testusersimtech", "tags" : [ "EXC2075","PN1","PN1-7","misc" ], "intraHash" : "bd939eef78c303b90b13abc28e29ad5c", "interHash" : "ef4bada2e11aa26557f1d2eaed2e7b04", "label" : "Numerical analysis of heat transfer during cooling of supercritical fluid by means of direct numerical simulation", "user" : "testusersimtech", "description" : "", "date" : "2024-09-16 14:37:42", "changeDate" : "2024-09-16 14:37:42", "count" : 3, "pub-type": "article", "journal": "High Performance Computing in Science and Engineering' 17: Transactions of the High Performance Computing Center, Stuttgart (HLRS) 2017", "year": "2018", "url": "", "author": [ "S. Pandey","X. Chu","E. Laurien" ], "authors": [ {"first" : "S.", "last" : "Pandey"}, {"first" : "X.", "last" : "Chu"}, {"first" : "E.", "last" : "Laurien"} ], "pages": "241-254", "bibtexKey": "Chu2018" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2c6ef962f7b01cff3233639b53245e27c/testusersimtech", "tags" : [ "EXC2075","PN1","PN1-7","misc" ], "intraHash" : "c6ef962f7b01cff3233639b53245e27c", "interHash" : "324f0bd1174c1cfe6c052e26f20fe4c1", "label" : "An Investigation of Information Flux between Turbulent Boundary Layer and Porous Medium", "user" : "testusersimtech", "description" : "", "date" : "2024-09-16 14:37:42", "changeDate" : "2024-09-16 14:37:42", "count" : 5, "pub-type": "incollection", "journal": "High Performance Computing in Science and Engineering '22", "year": "2024", "url": "http://dx.doi.org/10.1007/978-3-031-46870-4_13", "author": [ "Xu Chu","Wenkang Wang","Bernhard Weigand" ], "authors": [ {"first" : "Xu", "last" : "Chu"}, {"first" : "Wenkang", "last" : "Wang"}, {"first" : "Bernhard", "last" : "Weigand"} ], "isbn" : "9783031468698", "preprinturl" : "10.48550/ARXIV.2312.00527", "doi" : "10.1007/978-3-031-46870-4_13", "bibtexKey": "chu2024investigation" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2083545175e8a9e3af5e8b7a37fc6e4ae/testusersimtech", "tags" : [ "EXC2075","PN1","PN1-7","misc" ], "intraHash" : "083545175e8a9e3af5e8b7a37fc6e4ae", "interHash" : "3e0a5e2333a715454a6cacb1816f1f18", "label" : "Celebration of Professor Bernhard Weigand on his 60th birthday", "user" : "testusersimtech", "description" : "", "date" : "2024-09-16 14:37:42", "changeDate" : "2024-09-16 14:37:42", "count" : 6, "pub-type": "article", "journal": "International Journal of Heat and Mass Transfer","publisher":"Elsevier BV", "year": "2022", "url": "https://doi.org/10.1016%2Fj.ijheatmasstransfer.2022.122626", "author": [ "Xu Chu","Guang Yang","Alexandros Terzis","Visakh Vaikuntanathan","Wenkang Wang","Zhouhang Li","Grazia Lamanna","Stephanie Fest-Santini","Maurizio Santini","Gianpietro Elvio Cossali","Phillip Ligrani","Bassam A. Younis","Michael Crawford","Peter Ott","Jürgen Köhler","Christian Rohde","Claus-Dieter Munz","Rainer Helmig","Tianshou Zhao" ], "authors": [ {"first" : "Xu", "last" : "Chu"}, {"first" : "Guang", "last" : "Yang"}, {"first" : "Alexandros", "last" : "Terzis"}, {"first" : "Visakh", "last" : "Vaikuntanathan"}, {"first" : "Wenkang", "last" : "Wang"}, {"first" : "Zhouhang", "last" : "Li"}, {"first" : "Grazia", "last" : "Lamanna"}, {"first" : "Stephanie", "last" : "Fest-Santini"}, {"first" : "Maurizio", "last" : "Santini"}, {"first" : "Gianpietro Elvio", "last" : "Cossali"}, {"first" : "Phillip", "last" : "Ligrani"}, {"first" : "Bassam A.", "last" : "Younis"}, {"first" : "Michael", "last" : "Crawford"}, {"first" : "Peter", "last" : "Ott"}, {"first" : "Jürgen", "last" : "Köhler"}, {"first" : "Christian", "last" : "Rohde"}, {"first" : "Claus-Dieter", "last" : "Munz"}, {"first" : "Rainer", "last" : "Helmig"}, {"first" : "Tianshou", "last" : "Zhao"} ], "volume": "188","pages": "122626", "doi" : "10.1016/j.ijheatmasstransfer.2022.122626", "bibtexKey": "Chu_2022" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2cab0a76b1ae3e0b7fd37016364b1cb74/testusersimtech", "tags" : [ "EXC2075","PN8","misc" ], "intraHash" : "cab0a76b1ae3e0b7fd37016364b1cb74", "interHash" : "2fad1f35618de9e2ac6beb2b9f10fa5e", "label" : "Quantum computing through the lens of control: A tutorial introduction", "user" : "testusersimtech", "description" : "", "date" : "2024-09-16 14:37:42", "changeDate" : "2024-09-16 14:37:42", "count" : 9, "pub-type": "misc", "year": "2023", "url": "https://arxiv.org/abs/2310.12571", "author": [ "Julian Berberich","Daniel Fink" ], "authors": [ {"first" : "Julian", "last" : "Berberich"}, {"first" : "Daniel", "last" : "Fink"} ], "eprint" : "2310.12571", "archiveprefix" : "arXiv", "primaryclass" : "eess.SY", "bibtexKey": "berberich2023quantumcomputinglenscontrol" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/22301c2282e12620e23a2de21f93486ee/testusersimtech", "tags" : [ "EXC2075","PN8","misc" ], "intraHash" : "2301c2282e12620e23a2de21f93486ee", "interHash" : "9bc6310a77b52644e0e8c92f3e33a849", "label" : "Training robust and generalizable quantum models", "user" : "testusersimtech", "description" : "[2311.11871] Training robust and generalizable quantum models", "date" : "2024-09-12 12:02:31", "changeDate" : "2024-09-12 12:02:31", "count" : 10, "pub-type": "misc", "year": "2024", "url": "https://arxiv.org/abs/2311.11871", "author": [ "Julian Berberich","Daniel Fink","Daniel Pranjić","Christian Tutschku","Christian Holm" ], "authors": [ {"first" : "Julian", "last" : "Berberich"}, {"first" : "Daniel", "last" : "Fink"}, {"first" : "Daniel", "last" : "Pranjić"}, {"first" : "Christian", "last" : "Tutschku"}, {"first" : "Christian", "last" : "Holm"} ], "note": "keine Publikation","abstract": "Adversarial robustness and generalization are both crucial properties of reliable machine learning models. In this paper, we study these properties in the context of quantum machine learning based on Lipschitz bounds. We derive parameter-dependent Lipschitz bounds for quantum models with trainable encoding, showing that the norm of the data encoding has a crucial impact on the robustness against data perturbations. Further, we derive a bound on the generalization error which explicitly involves the parameters of the data encoding. Our theoretical findings give rise to a practical strategy for training robust and generalizable quantum models by regularizing the Lipschitz bound in the cost. Further, we show that, for fixed and non-trainable encodings, as those frequently employed in quantum machine learning, the Lipschitz bound cannot be influenced by tuning the parameters. Thus, trainable encodings are crucial for systematically adapting robustness and generalization during training. The practical implications of our theoretical findings are illustrated with numerical results.", "eprint" : "2311.11871", "archiveprefix" : "arXiv", "primaryclass" : "quant-ph", "doi" : "10.48550/arXiv.2311.11871", "bibtexKey": "berberich23" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/209ec802452adce62f20d4c7359a01fba/testusersimtech", "tags" : [ "misc" ], "intraHash" : "09ec802452adce62f20d4c7359a01fba", "interHash" : "123ac253747d34c8dd2acbd1c50325ec", "label" : "Modelling Turbulence in Coupled Environments: The K-Omega Shear Stress Transport Model", "user" : "testusersimtech", "description" : "", "date" : "2024-09-12 12:02:31", "changeDate" : "2024-09-12 12:02:31", "count" : 7, "pub-type": "mastersthesis", "year": "2021", "url": "", "author": [ "Ivan Buntic" ], "authors": [ {"first" : "Ivan", "last" : "Buntic"} ], "editor": [ "Edward Coltman","Melanie Lipp","Rainer Helmig" ], "editors": [ {"first" : "Edward", "last" : "Coltman"}, {"first" : "Melanie", "last" : "Lipp"}, {"first" : "Rainer", "last" : "Helmig"} ], "note": "Projekttag fehlt", "bibtexKey": "buntic2021a" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/2bb90b8efa308a2e4d17fd4afe6c87dc3/testusersimtech", "tags" : [ "EXC2075","PN5","misc" ], "intraHash" : "bb90b8efa308a2e4d17fd4afe6c87dc3", "interHash" : "761ff9054529b7eb6f53550c26f605e4", "label" : "Towards a community-wide effort for benchmarking in subsurface hydrological inversion: benchmarking cases, high-fidelity reference solutions, procedure and a first comparison", "user" : "testusersimtech", "description" : "", "date" : "2024-09-12 12:02:31", "changeDate" : "2024-09-12 12:02:31", "count" : 11, "pub-type": "article", "journal": "Hydrology and Earth System Sciences", "year": "2024 (submitted)", "url": "", "author": [ "Teng Xu","Sinan Xiao","Sebastian Reuschen","Nils Wildt","Harrie-Jan Hendricks Franssen","Wolfgang Nowak" ], "authors": [ {"first" : "Teng", "last" : "Xu"}, {"first" : "Sinan", "last" : "Xiao"}, {"first" : "Sebastian", "last" : "Reuschen"}, {"first" : "Nils", "last" : "Wildt"}, {"first" : "Harrie-Jan Hendricks", "last" : "Franssen"}, {"first" : "Wolfgang", "last" : "Nowak"} ], "note": "keine Publikation", "bibtexKey": "xu2024towards" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/227651c421e8fab048e31cb45c51f55b6/testusersimtech", "tags" : [ "misc" ], "intraHash" : "27651c421e8fab048e31cb45c51f55b6", "interHash" : "4fe3ff65783f15049678916199150eb2", "label" : "Coupled Turbulent Free- and Porous Media Flows: Investigations of Interfacial Roughness", "user" : "testusersimtech", "description" : "", "date" : "2024-09-12 12:02:31", "changeDate" : "2024-09-12 12:02:31", "count" : 7, "pub-type": "mastersthesis", "year": "2022", "url": "", "author": [ "A. M. Kostelecky" ], "authors": [ {"first" : "A. M.", "last" : "Kostelecky"} ], "editor": [ "Edward Coltman","Rainer Helmig" ], "editors": [ {"first" : "Edward", "last" : "Coltman"}, {"first" : "Rainer", "last" : "Helmig"} ], "note": "Projekttag fehlt", "bibtexKey": "kostelecky2022b" } , { "type" : "Publication", "id" : "https://puma.ub.uni-stuttgart.de/bibtex/21d6f0d36afc9fb227782a7eeae0c5e71/testusersimtech", "tags" : [ "EXC2075","PN3","PN3A-8","PN7","PN7-6(II)","misc" ], "intraHash" : "1d6f0d36afc9fb227782a7eeae0c5e71", "interHash" : "e74987dd84939f46117540d9532f55d8", "label" : "Data-driven identification of latent port-Hamiltonian systems", "user" : "testusersimtech", "description" : "", "date" : "2024-09-12 12:02:31", "changeDate" : "2024-09-12 12:02:31", "count" : 7, "pub-type": "misc", "year": "2024", "url": "https://arxiv.org/abs/2408.08185", "author": [ "Johannes Rettberg","Jonas Kneifl","Julius Herb","Patrick Buchfink","Jörg Fehr","Bernard Haasdonk" ], "authors": [ {"first" : "Johannes", "last" : "Rettberg"}, {"first" : "Jonas", "last" : "Kneifl"}, {"first" : "Julius", "last" : "Herb"}, {"first" : "Patrick", "last" : "Buchfink"}, {"first" : "Jörg", "last" : "Fehr"}, {"first" : "Bernard", "last" : "Haasdonk"} ], "note": "nur Preprint", "eprint" : "2408.08185", "archiveprefix" : "arXiv", "primaryclass" : "math.DS", "doi" : "https://doi.org/10.48550/arXiv.2408.08185", "bibtexKey": "rettberg2024datadrivenidentificationlatentporthamiltonian" } ] }