@Article{botache2024enhancing, author = {Botache, Diego and Decke, Jens and Ripken, Winfried and Dornipati, Abhinay and Götz-Hahn, Franz and Ayeb, Mohamed and Sick, Bernhard}, title = {Enhancing Multi-Objective Optimization through Machine Learning-Supported Multiphysics Simulation}, journal = {arXiv e-prints}, year = {2024}, number = {}, url = {https://arxiv.org/abs/2309.13179}, const = {\ text} } @Inproceedings{decke2024efficient, author = {Decke, Jens and Jenß, Arne and Sick, Bernhard and Gruhl, Christian}, title = {An Efficient Multi Quantile Regression Network with Ad Hoc Prevention of Quantile Crossing}, year = {2024}, number = {}, url = {}, const = {\ text} } @Inproceedings{decke2024structured, author = {Decke, Jens and Wünsch, Olaf and Sick, Bernhard and Gruhl, Christian}, title = {From Structured to Unstructured: A Comparative Analysis of Computer Vision and Graph Models in solving Mesh-based PDEs}, year = {2024}, number = {}, url = {}, const = {\ text} } @Article{heidecker2024criteria, author = {Heidecker, Florian and El-Khateeb, Ahmad and Bieshaar, Maarten and Sick, Bernhard}, title = {Criteria for Uncertainty-based Corner Cases Detection in Instance Segmentation}, journal = {arXiv e-prints}, year = {2024}, number = {}, url = {https://arxiv.org/abs/2404.11266}, const = {\ text} } @Inproceedings{magnussen2024optical, author = {Magnussen, Birk Martin and Möckel, Frank and Jessulat, Maik and Stern, Claudius and Sick, Bernhard}, title = {Optical Detection of the Body Mass Index and Related Parameters Using Multiple Spatially Resolved Reflection Spectroscopy}, year = {2024}, number = {}, url = {}, const = {\ text} } @Inproceedings{assenmacher2023towards, author = {Aßenmacher, Matthias and Rauch, Lukas and Goschenhofer, Jann and Stephan, Andreas and Bischl, Bernd and Roth, Benjamin and Sick, Bernhard}, title = {Towards Enhancing Deep Active Learning with Weak Supervision and Constrained Clustering}, year = {2023}, number = {}, url = {https://ceur-ws.org/Vol-3470/paper7.pdf}, const = {\ text} } @Inproceedings{breitenstein2023what, author = {Breitenstein, Jasmin and Heidecker, Florian and Lyssenko, Maria and Bogdoll, Daniel and Bieshaar, Maarten and Zöllner, J. Marius and Sick, Bernhard and Fingscheidt, Tim}, title = {What Does Really Count? Estimating Relevance of Corner Cases for Semantic Segmentation in Automated Driving}, year = {2023}, number = {}, url = {https://openaccess.thecvf.com/content/ICCV2023W/BRAVO/html/Breitenstein_What_Does_Really_Count_Estimating_Relevance_of_Corner_Cases_for_ICCVW_2023_paper.html}, const = {\ text} } @Inproceedings{decke2023dado, author = {Decke, Jens and Gruhl, Christian and Rauch, Lukas and Sick, Bernhard}, title = {DADO – Low-Cost Query Strategies for Deep Active Design Optimization}, year = {2023}, number = {}, url = {}, doi = {10.1109/ICMLA58977.2023.00244}, const = {\ text} } @Article{deinzer2023it, author = {Deinzer, Renate and Eidenhardt, Zdenka and Sohrabi, Keywan and Stenger, Manuel and Kraft, Dominik and Sick, Bernhard and Götz-Hahn, Franz and Bottenbruch, Carlotta and Berneburg, Nils and Weik, Ulrike}, title = {It is the habit not the handle that affects tooth brushing. Results of a randomised counterbalanced cross over study}, journal = {Research Square}, year = {2023}, number = {}, url = {https://www.researchsquare.com/article/rs-3491691/v1}, doi = {10.21203/rs.3.rs-3491691/v1}, const = {\ text} } @Inproceedings{heidecker2023context, author = {Heidecker, Florian and Susetzky, Tobias and Fuchs, Erich and Sick, Bernhard}, title = {Context Information for Corner Case Detection in Highly Automated Driving}, year = {2023}, number = {}, url = {}, doi = {10.1109/ITSC57777.2023.10422414}, const = {\ text} } @Article{heidecker2023corner, author = {Heidecker, Florian and Bieshaar, Maarten and Sick, Bernhard}, title = {Corner Cases in Machine Learning Processes}, journal = {AI Perspectives & Advances}, year = {2023}, number = {1}, url = {https://aiperspectives.springeropen.com/articles/10.1186/s42467-023-00015-y}, doi = {10.1186/s42467-023-00015-y}, const = {\ text} } @Inproceedings{huang2023spatio, author = {Huang, Zhixin and He, Yujiang and Sick, Bernhard}, title = {Spatio-Temporal Attention Graph Neural Network for Remaining Useful Life Prediction}, year = {2023}, number = {}, url = {}, const = {\ text} } @Article{magnussen2023continuous, author = {Magnussen, Birk Martin and Stern, Claudius and Sick, Bernhard}, title = {Continuous Feature Networks: A Novel Method to Process Irregularly and Inconsistently Sampled Data With Position-Dependent Features}, journal = {International Journal On Advances in Intelligent Systems}, year = {2023}, number = {3&4}, url = {http://www.thinkmind.org/index.php?view=article&articleid=intsys_v16_n34_2023_3}, const = {\ text} } @Inproceedings{magnussen2023leveraging, author = {Magnussen, Birk Martin and Stern, Claudius and Sick, Bernhard}, title = {Leveraging Repeated Unlabelled Noisy Measurements to Augment Supervised Learning}, year = {2023}, number = {}, url = {https://dl.acm.org/doi/10.1145/3638209.3638210}, doi = {10.1145/3638209.3638210}, const = {\ text} } @Article{nivarthi2023multi, author = {Nivarthi, Chandana Priya and Vogt, Stephan and Sick, Bernhard}, title = {Multi-Task Representation Learning for Renewable-Power Forecasting: A Comparative Analysis of Unified Autoencoder Variants and Task-Embedding Dimensions}, journal = {Machine Learning and Knowledge Extraction (MAKE)}, year = {2023}, number = {3}, url = {https://www.mdpi.com/2504-4990/5/3/62}, doi = {10.3390/make5030062}, const = {\ text} } @Inproceedings{nivarthi2023towards, author = {Nivarthi, Chandana Priya and Sick, Bernhard}, title = {Towards Few-Shot Time Series Anomaly Detection with Temporal Attention and Dynamic Thresholding}, year = {2023}, number = {}, url = {}, doi = {10.1109/ICMLA58977.2023.00218}, const = {\ text} } @Inproceedings{schreck2023height, author = {Schreck, Steven and Reichert, Hannes and Hetzel, Manuel and Doll, Konrad and Sick, Bernhard}, title = {Height Change Feature Based Free Space Detection}, year = {2023}, number = {}, url = {}, doi = {10.1109/ICCMA59762.2023.10374705}, const = {\ text} } @Article{schreiber2023model, author = {Schreiber, Jens and Sick, Bernhard}, title = {Model selection, adaptation, and combination for transfer learning in wind and photovoltaic power forecasts}, journal = {Energy and AI}, year = {2023}, number = {}, url = {https://www.sciencedirect.com/science/article/pii/S2666546823000216}, doi = {10.1016/j.egyai.2023.100249}, const = {\ text} } @Article{loeser2022vision, author = {Loeser, Inga and Braun, Martin and Gruhl, Christian and Menke, Jan-Hendrik and Sick, Bernhard and Tomforde, Sven}, title = {The Vision of Self-Management in Cognitive Organic Power Distribution Systems}, journal = {Energies}, year = {2022}, number = {3}, url = {https://www.mdpi.com/1996-1073/15/3/881}, doi = {10.3390/en15030881}, const = {\ text} } @Article{pham2022stream, author = {Pham, Tuan and Kottke, Daniel and Krempl, Georg and Sick, Bernhard}, title = {Stream-based active learning for sliding windows under the influence of verification latency}, journal = {Machine Learning}, year = {2022}, number = {6}, url = {}, doi = {doi.org/10.1007/s10994-021-06099-z}, const = {\ text} }