SB
Siming Bayer
cs.LGcs.CVcs.AIeess.SPeess.IVcs.SYeess.SYcs.CLDeep learningDeep Learning
On Valency
published · living versionsW_ubb4qhnf·v1 · currentpublished
Compressed Orientation Reachability Maps for Sub-Second Robotic Needle Entry Point Planning
with Prabhu Nithin Gollapudi, Andreas Maier, Franziska Mathis-Ullrich, Water Zhao +1
1 version
W_wga4m9ps·v1published
W_3tcc6kth·v2published
W_ppw3knnv·v1published
Preprints & journals
50 papers in the corpus · 2017–2026Parameter-Efficient Adaptation of Time Series Foundation Models for Electrical Load Forecasting2610.28200v2 · Aliullah, Julian Oelhaf, Edouard Fouch'e et al.2026 · 0 citationsarXivon Valency
Characterizing Cross-Relay Generalization Failure in Machine Learning-Based Power System Protection2610.28348v1 · Nithin Pradeep Nadayil Kizhakkethil, Julian Oelhaf, Christian Bergler et al.2026 · 0 citationsarXivon Valency
Physics-Informed but Not Physics-Consistent: Error Geometry and Subspace Projection for Neural AC Power Flow2610.05959v1 · Changhun Kim, Timon Conrad, Redwanul Karim et al.2026 · 0 citationsarXiv
The Text Beside the Image: Detection, Utility and Leakage for Trustworthy Multimodal Medical Data and Beyond2609.33280v1 · Andreas Maier, Monica Hinrichs-Mayer, Franziska Weber et al.2026 · 0 citationsarXiv
EvEMTBench: An Open Benchmark for Machine Learning in Power System Protection2609.28149v1 · Julian Oelhaf, Georg Kordowich, Christian Bergler et al.2026 · 0 citationsarXiv
Offline Reinforcement Learning for Distribution-Grid Protection2609.24703v1 · Julian Oelhaf, Alexander Luce, Christian Bergler et al.2026 · 0 citationsarXiv
Peak-Aware Short-Term Load Forecasting Across Distribution Grid Aggregation Levels2609.18588v1 · Souhardya Chattopadhyay, Julian Oelhaf, Antonia Schoening et al.2026 · 0 citationsarXiv
A Systematic Evaluation of Machine Learning Methods for Fault Detection and Line Identification in Electrical Power Grids2609.16744v1 · Julian Oelhaf, Georg Kordowich, Paula Andrea P'erez-Toro et al.2026 · 2 citationsICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025, pp. 1-5
PANDA - Prototype-Anchored Alignment for Partially Unpaired Multimodal Learning, with Applications to Alzheimers MRI and TCGA Pathology2608.25970v1 · Sheethal Bhat, Mahfuzur Rahman Chowdhury, Paula Andrea Perez-Toro et al.2026 · 0 citationsarXiv
A simulation based dataset of faults and events for machine learning in power systems2608.19777v1 · Georg Kordowich, Jonathan Loebel, Julian Oelhaf et al.2026 · 0 citationsarXiv
A Standardized Framework for Machine Learning in Power System Protection2608.20181v1 · Julian Oelhaf, Georg Kordowich, Paula Andrea P'erez-Toro et al.2026 · 0 citationsInternational Journal of Electrical Power & Energy Systems, Volume 181, 2026, 112169
Adapted foundation models for breast MRI triaging in contrast-enhanced and non-contrast-enhanced protocols.42593493 · Nguyen, Tri-Thien, Kapsner, Lorenz A, Hepp, Tobias et al.2026 · 1 citationEuropean radiology. 2026
Re-thinking Mammography Transfer Learning: The Dataset-Informed Transfer Learning (DITL) Framework for Breast Cancer Screening and Lesion Diagnosis2607.26043v1 · Adarsh Bhandary Panambur, Siming Bayer, Andreas Maier2026 · 0 citationsarXiv
Agentic Autoresearch for CT Reconstruction2607.22824v1 · Andreas Maier, Lucas Kachelriess, Siming Bayer et al.2026 · 0 citationsarXiv
Robustness and Stability Analysis of Differentiable Shift-Variant FBP for Cone-Beam CT under Challenging Acquisition Settings2607.09828v1 · Chengze Ye, Linda-Sophie Schneider, Yipeng Sun et al.2026 · 0 citationsMachine.Learning.for.Biomedical.Imaging. 2026 (2026)
WING: A Window-Prior-Based Generative Network with Gated Inception for Cross-Modality CT Synthesis2607.06234v1 · Siyuan Mei, Yan Xia, Yipeng Sun et al.2026 · 0 citationsarXiv
PROTECT-90: A Fault Dataset for Power System Protection2606.24298v1 · Julian Oelhaf, Georg Kordowich, Christian Bergler et al.2026 · 0 citationsarXiv
Fault Inception Detection in Real-World Disturbance Data for Power System Protection2606.23111v1 · Julian Oelhaf, Mehran Pashaei, Paula Andrea Perez-Toro et al.2026 · 0 citationsarXiv
A Differentiable Atari VCS:A Complex, Fully Known Ground Truth for Explainable AI2606.22447v1 · Andreas Maier, Siming Bayer, Patrick Krauss2026 · 0 citationsarXiv
Just Ask for a Table: A Thirty-Token User Prompt Defeats Sponsored Recommendations in Twelve LLMs2605.12772v1 · Andreas Maier, Jeta Sopa, Gozde Gul Sahin et al.2026 · 0 citationsarXiv
Disentangling Shared and Task-Specific Representations from Multi-Modal Clinical Data2605.03570v1 · He Lyu, Huolin Zeng, Junren Wang et al.2026 · 0 citationsarXiv
Beating the Style Detector: Three Hours of Agentic Research on the AI-Text Arms Race2605.02620v1 · Andreas Maier, Moritz Zaiss, Siming Bayer2026 · 0 citationsarXiv
Feature Selection for Fault Prediction in Distribution Systems2603.25274v1 · Georg Kordowich, Julian Oelhaf, Siming Bayer et al.2026 · 0 citationsElectric Power Systems Research, Volume 261, December 2026, Article 113498
A Deep Learning Framework for Heat Demand Forecasting using Time-Frequency Representations of Decomposed Features2603.01137v1 · Adithya Ramachandran, Satyaki Chatterjee, Thorkil Flensmark B. Neergaard et al.2026 · 0 citationsEnergy and AI Volume 24, May 2026, 100704
Filter2Noise: a framework for interpretable and zero-shot low-dose CT image denoising.41993061 · Sun, Yipeng, Schneider, Linda-Sophie, Mei, Siyuan et al.2026 · 0 citationsJournal of medical imaging (Bellingham, Wash.). 2026;13(2):024004
Impact of Training Dataset Size for ML Load Flow Surrogates2602.19667v1 · Timon Conrad, Changhun Kim, Johann Jager et al.2026 · 0 citationsarXiv
Parameter-Efficient Domain Adaptation of Physics-Informed Self-Attention based GNNs for AC Power Flow Prediction2602.18227v2 · Redwanul Karim, Changhun Kim, Timon Conrad et al.2026 · 0 citationsarXiv
Robustness Evaluation of Machine Learning Models for Fault Classification and Localization In Power System Protection2512.15385v1 · Julian Oelhaf, Mehran Pashaei, Georg Kordowich et al.2025 · 1 citation20th International Conference on Developments in Power System Protection (DPSP Global 2026)
Controlled Comparison of Machine Learning Models for Fault Classification and Localization in Power System Protection2510.00831v2 · Julian Oelhaf, Georg Kordowich, Changhun Kim et al.2025 · 0 citationsarXiv
Physics-informed GNN for medium-high voltage AC power flow with edge-aware attention and line search correction operator2509.22458v3 · Changhun Kim, Timon Conrad, Redwanul Karim et al.2025 · 0 citationsProc. IEEE ICASSP 2026
A Scoping Review of Machine Learning Applications in Power System Protection and Disturbance Management2509.09053v1 · Julian Oelhaf, Georg Kordowich, Mehran Pashaei et al.2025 · 28 citationsarXiv
Water Demand Forecasting of District Metered Areas through Learned Consumer Representations2509.07515v1 · Adithya Ramachandran, Thorkil Flensmark B. Neergaard, Tom'as Arias-Vergara et al.2025 · 0 citationsarXiv
Exemplar Med-DETR: Toward Generalized and Robust Lesion Detection in Mammogram Images and beyond2507.19621v2 · Sheethal Bhat, Bogdan Georgescu, Adarsh Bhandary Panambur et al.2025 · 1 citationarXiv
Unsupervised Clustering for Fault Analysis in High-Voltage Power Systems Using Voltage and Current Signals2505.17763v2 · Julian Oelhaf, Georg Kordowich, Andreas Maier et al.2025 · 0 citationsarXiv
Impact of Data Sparsity on Machine Learning for Fault Detection in Power System Protection2505.15560v1 · Julian Oelhaf, Georg Kordowich, Changhun Kim et al.2025 · 0 citationsProceedings of the 33rd European Signal Processing Conference (EUSIPCO 2025), Palermo, Italy, Sept. 2025
Learning Wavelet-Sparse FDK for 3D Cone-Beam CT Reconstruction2505.13579v1 · Yipeng Sun, Linda-Sophie Schneider, Chengze Ye et al.2025 · 0 citationsarXiv
A self-supervised multimodal deep learning approach to differentiate post-radiotherapy progression from pseudoprogression in glioblastoma.40382400 · Gomaa, Ahmed, Huang, Yixing, Stephan, Pluvio et al.2025 · 20 citationsScientific reports. 2025;15(1):17133
Deep learning-based classification of coronary arteries and left ventricle using multimodal data for autonomous protocol selection or adjustment in angiography.40307429 · Ravi, Arpitha, Bernhardt, Philipp, Hoffmann, Mathis et al.2025 · 3 citationsScientific reports. 2025;15(1):15186
Advancing Heat Demand Forecasting with Attention Mechanisms: Opportunities and Challenges2502.07854v1 · Adithya Ramachandran, Thorkil Flensmark B. Neergaard, Andreas Maier et al.2025 · 0 citationsarXiv
Attention-guided erasing for enhanced transfer learning in breast abnormality classification.39812891 · Panambur, Adarsh Bhandary, Bhat, Sheethal, Yu, Hui et al.2025 · 5 citationsInternational journal of computer assisted radiology and surgery. 2025;20(3):433-440
EAGLE: An Edge-Aware Gradient Localization Enhanced Loss for CT Image Reconstruction2403.10695v1 · Yipeng Sun, Yixing Huang, Linda-Sophie Schneider et al.2024 · 15 citationsarXiv
Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier Series2401.16039v2 · Yipeng Sun, Linda-Sophie Schneider, Fuxin Fan et al.2024 · 2 citationsarXiv
Attention-Guided Erasing: A Novel Augmentation Method for Enhancing Downstream Breast Density Classification2401.03912v1 · Adarsh Bhandary Panambur, Hui Yu, Sheethal Bhat et al.2024 · 0 citationsarXiv
Heat Demand Forecasting with Multi-Resolutional Representation of Heterogeneous Temporal Ensemble2210.13108v2 · Adithya Ramachandran, Satyaki Chatterjee, Siming Bayer et al.2022 · 3 citationsarXiv
Prediction of Household-level Heat-Consumption using PSO enhanced SVR Model2112.01908v1 · Satyaki Chatterjee, Siming Bayer, Andreas Maier2021 · 2 citationsarXiv
An Investigation of Feature-based Nonrigid Image Registration using Gaussian Process2001.05862v1 · Siming Bayer, Ute Spiske, Jie Luo et al.2020 · 4 citationsarXiv
Analyzing an Imitation Learning Network for Fundus Image Registration Using a Divide-and-Conquer Approach1912.10837v1 · Siming Bayer, Xia Zhong, Weilin Fu et al.2019 · 0 citationsarXiv
Corrigendum to "Intraoperative Imaging Modalities and Compensation for Brain Shift in Tumor Resection Surgery".31687004 · Bayer, Siming, Maier, Andreas, Ostermeier, Martin et al.2020 · 2 citationsInternational journal of biomedical imaging. 2019;2019:9249016
Registration of vascular structures using a hybrid mixture model.31175535 · Bayer, Siming, Zhai, Zhiwei, Strumia, Maddalena et al.2020 · 4 citationsInternational journal of computer assisted radiology and surgery. 2019;14(9):1507-1516
Intraoperative Imaging Modalities and Compensation for Brain Shift in Tumor Resection Surgery.28676821 · Bayer, Siming, Maier, Andreas, Ostermeier, Martin et al.2023 · 87 citationsInternational journal of biomedical imaging. 2017;2017:6028645
Career total: 94 works. 50 are in this corpus.
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