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Papers matching “data-efficient learning” 12

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Active learning with neural ordinary differential equations for data-efficient modeling of tuned mass dampers
2026 Engineering Applications of Artificial Intelligence article Engineering Vibration Control and Rheological Fluids Open access

Pavle Milicevic, Sebastian Stemmler, Okyay Altay

0

citations
Data-Efficient Sleep Staging with Synthetic Time Series Pretraining
2025 Algorithms article Neuroscience EEG and Brain-Computer Interfaces Open access

Niklas Grieger, Siamak Mehrkanoon, Stephan Bialonski

2

citations
Task space adaptation via the learning of gait controllers of magnetic soft millirobots
2021 The International Journal of Robotics Research article Engineering Soft Robotics and Applications Open access cited by 1 patent

Sinan Özgün Demir, Utku Çulha, Alp Can Karacakol, Abdon Pena‐Francesch, Sebastian Trimpe, Metin Sitti

33

citations
Safe Reinforcement Learning-Based Control for Hydrogen Diesel Dual-Fuel Engines
2025 IFAC-PapersOnLine article Computer Science Reinforcement Learning in Robotics Open access

Alexander Winkler, Armin Norouzi, Hongsheng Guo, Jakob Andert, David C. Gordon

3

citations
Learning Deformable Linear Object Dynamics From a Single Trajectory
2025 IEEE Robotics and Automation Letters article Engineering Robot Manipulation and Learning Open access

Shamil Mamedov, A. René Geist, Sebastian Trimpe, Jan Swevers

5

citations
A Gaussian Process Based Method for Data- Efficient Remaining Useful Life Estimation
2021 IEEE Access article Engineering Machine Fault Diagnosis Techniques Open access

Maximilian Benker, Artem Bliznyuk, Michael F. Zaeh

23

citations
Tissue concepts: Supervised foundation models in computational pathology
2025 Computers in Biology and Medicine article Computer Science AI in cancer detection Open access

Till Nicke, Henning Höfener, Friedrich Feuerhake, Dorit Merhof, Fabian M. Kiessling

8

citations
AI‐Based Segmentation for Corrosion Risk Prediction in Carline Designs
2024 Materials and Corrosion article Materials Science Corrosion Behavior and Inhibition

Marcel Gollé‐Leidreiter, Konstantin Kapfer, Andreas Mittelbach, Julia Kowalski

2

citations
Simulation-Aided Policy Tuning for Black-Box Robot Learning
2025 IEEE Transactions on Robotics article Computer Science Reinforcement Learning in Robotics Open access

Alexander von Rohr, Dominik Baumann, Xiang Ji, Sebastian Trimpe

1

citations
Attention-Enhanced Damage Prediction in Electrode Materials From Simulation Video Sequences
2026 IEEE Transactions on Automation Science and Engineering article Engineering Advanced Battery Technologies Research Open access

Quan Zeng, Shahed Rezaei, Bai‐Xiang Xu, Sarbajit Banerjee, Yu Ding

0

citations
Leveraging the capabilities of physics-informed neural networks for channel optimization in PEM fuel cells
2026 Applied Energy article Physics and Astronomy Model Reduction and Neural Networks Open access

Julian Nicolas Toussaint, Sebastian Pieper, Max Mally, Stefan Pischinger

6

citations
Speech separation for hearing-impaired children in the classroom
2026 The Journal of the Acoustical Society of America article Computer Science Speech and Audio Processing Open access

Feyisayo Olalere, Kiki van der Heijden, Hendrik Christiaan Stronks, Jeroen Johannes Briaire, Johan H. M. Frijns, Yağmur Güçlütürk

0

citations

12 results