Publications

Florian Heidecker, Ahmad El-Khateeb, Maarten Bieshaar, und Bernhard Sick. Criteria for Uncertainty-based Corner Cases Detection in Instance Segmentation. arXiv e-prints, arXiv:2404.11266, 2024. [PUMA: itegpub imported isac-www] URL

Tuan Pham, Daniel Kottke, Georg Krempl, und Bernhard Sick. Stream-based active learning for sliding windows under the influence of verification latency. Machine Learning, (111)6:2011--2036, Springer, 2022. [PUMA: itegpub imported isac-www]

Jens Decke, Arne Jenß, Bernhard Sick, und Christian Gruhl. An Efficient Multi Quantile Regression Network with Ad Hoc Prevention of Quantile Crossing. International Conference on Architecture of Computing Systems (ARCS), Springer, 2024. [PUMA: Self-Awareness itegpub QuantileRegression OrganicComputing QuantileCrossing imported DifferentiableSorting isac-www]

Jens Decke, Olaf Wünsch, Bernhard Sick, und Christian Gruhl. From Structured to Unstructured: A Comparative Analysis of Computer Vision and Graph Models in solving Mesh-based PDEs. International Conference on Architecture of Computing Systems (ARCS), Springer, 2024. [PUMA: itegpub DeepLearning SurrogateModel Organic MeshTopographies Computing Self-Optimization imported PartialDifferentialEquation isac-www]

Diego Botache, Jens Decke, Winfried Ripken, Abhinay Dornipati, Franz Götz-Hahn, Mohamed Ayeb, und Bernhard Sick. Enhancing Multi-Objective Optimization through Machine Learning-Supported Multiphysics Simulation. arXiv e-prints, arXiv:2309.13179v2, 2024. [PUMA: itegpub Deep-Learning Explainable_Artificial_Intelligence Multiobjective_Optimisation imported Surrogate-Modelling Electric_Motors isac-www] URL

Jens Decke, Christian Gruhl, Lukas Rauch, und Bernhard Sick. DADO – Low-Cost Query Strategies for Deep Active Design Optimization. International Conference on Machine Learning and Applications (ICMLA), 1611--1618, IEEE, 2023. [PUMA: Design-Optimization Numerical-Simulation itegpub Active-Learning Self-Optimization imported Self-Supervised-Learning isac-www]

Chandana Priya Nivarthi, und Bernhard Sick. Towards Few-Shot Time Series Anomaly Detection with Temporal Attention and Dynamic Thresholding. International Conference on Machine Learning and Applications (ICMLA), 1444--1450, IEEE, 2023. [PUMA: detection few-shot temporal itegpub dynamic learning imported thresholding attention anomaly isac-www]

Florian Heidecker, Tobias Susetzky, Erich Fuchs, und Bernhard Sick. Context Information for Corner Case Detection in Highly Automated Driving. IEEE International Conference on Intelligent Transportation Systems (ITSC), 1522--1529, IEEE, 2023. [PUMA: itegpub imported isac-www]

Birk Martin Magnussen, Claudius Stern, und Bernhard Sick. Leveraging Repeated Unlabelled Noisy Measurements to Augment Supervised Learning. International Conference on Computational Intelligence and Intelligent Systems (CIIS), 1--6, ACM, 2023. [PUMA: noisy_data semi-supervised_learning itegpub imported inhomogeneous_labels neural_networks reflection_spectroscopy isac-www] URL

Inga Loeser, Martin Braun, Christian Gruhl, Jan-Hendrik Menke, Bernhard Sick, und Sven Tomforde. The Vision of Self-Management in Cognitive Organic Power Distribution Systems. Energies, (15)3:881, MDPI, 2022. [PUMA: organic_computing distribution_management_system itegpub self-optimisation self-healing self-configuration home_energy_management_system imported cognitive_energysystems power_system self-organisation isac-www] URL

Chandana Priya Nivarthi, Stephan Vogt, und Bernhard Sick. Multi-Task Representation Learning for Renewable-Power Forecasting: A Comparative Analysis of Unified Autoencoder Variants and Task-Embedding Dimensions. Machine Learning and Knowledge Extraction (MAKE), (5)3:1214--1233, MDPI, 2023. [PUMA: itegpub imported isac-www] URL

Zhixin Huang, Yujiang He, und Bernhard Sick. Spatio-Temporal Attention Graph Neural Network for Remaining Useful Life Prediction. Computational Science and Computational Intelligence (CSCI), IEEE, 2023. [PUMA: Graph_Neural_Network itegpub Clustering_Normalization Remaining_Useful_Life imported Spatio-Temporal_Attention RUL_Prediction isac-www]

Steven Schreck, Hannes Reichert, Manuel Hetzel, Konrad Doll, und Bernhard Sick. Height Change Feature Based Free Space Detection. International Conference on Control, Mechatronics and Automation (ICCMA), 171--176, IEEE, 2023. [PUMA: itegpub imported isac-www]

Jasmin Breitenstein, Florian Heidecker, Maria Lyssenko, Daniel Bogdoll, Maarten Bieshaar, J. Marius Zöllner, Bernhard Sick, und Tim Fingscheidt. What Does Really Count? Estimating Relevance of Corner Cases for Semantic Segmentation in Automated Driving. Workshop on roBustness and Reliability of Autonomous Vehicles in the Open-world (BRAVO), ICCV, 3991--4000, 2023. [PUMA: itegpub imported isac-www] URL

Birk Martin Magnussen, Claudius Stern, und Bernhard Sick. Continuous Feature Networks: A Novel Method to Process Irregularly and Inconsistently Sampled Data With Position-Dependent Features. International Journal On Advances in Intelligent Systems, (16)3&4:43--50, ThinkMind, 2023. [PUMA: itegpub machine_learning irregularly_sampled_data imported neural_nets continuous_kernel reflection_spectroscopy isac-www] URL

Birk Martin Magnussen, Frank Möckel, Maik Jessulat, Claudius Stern, und Bernhard Sick. Optical Detection of the Body Mass Index and Related Parameters Using Multiple Spatially Resolved Reflection Spectroscopy. International Conference on Bioinformatics and Computational Biology (ICBCB), IEEE, 2024. [PUMA: itegpub body_mass_index imported neural_networks reflection_spectroscopy continuous_feature_networks isac-www]

Florian Heidecker, Maarten Bieshaar, und Bernhard Sick. Corner Cases in Machine Learning Processes. AI Perspectives & Advances, (6)1:1--17, 2023. [PUMA: itegpub Taxonomy NatureOfCornerCase CornerCasesDefinitionMachineLearning imported isac-www] URL

Matthias Aßenmacher, Lukas Rauch, Jann Goschenhofer, Andreas Stephan, Bernd Bischl, Benjamin Roth, und Bernhard Sick. Towards Enhancing Deep Active Learning with Weak Supervision and Constrained Clustering. Workshop on Interactive Adapative Learning (IAL), ECML PKDD, 65--73, 2023. [PUMA: itegpub imported isac-www] URL

Renate Deinzer, Zdenka Eidenhardt, Keywan Sohrabi, Manuel Stenger, Dominik Kraft, Bernhard Sick, Franz Götz-Hahn, Carlotta Bottenbruch, Nils Berneburg, und Ulrike Weik. It is the habit not the handle that affects tooth brushing. Results of a randomised counterbalanced cross over study. Research Square, 2023. [PUMA: itegpub imported isac-www] URL

Jens Schreiber, und Bernhard Sick. Model selection, adaptation, and combination for transfer learning in wind and photovoltaic power forecasts. Energy and AI, (14):100249, 2023. [PUMA: itegpub imported isac-www] URL