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Papers matching “unsupervised learning” 134

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Unsupervised Learning and Clustered Connectivity Enhance Reinforcement Learning in Spiking Neural Networks
2021 Frontiers in Computational Neuroscience article Neuroscience Neural dynamics and brain function Open access

Philipp Weidel, Renato Duarte, Abigail Morrison

23

citations
Time series representations classroom (TSRC): a teacher-student-based framework for interpretability-enhanced unsupervised time series representation learning
2025 Machine Learning article Computer Science Time Series Analysis and Forecasting Open access

Wadie Skaf, Mitra Baratchi, Holger H. Hoos

0

citations
TopoCLR: Topology-guided contrastive learning of representations for unsupervised crack analysis
2026 Computer-Aided Civil and Infrastructure Engineering article Engineering Infrastructure Maintenance and Monitoring Open access

Barış Özcan, Jörg Blankenbach

0

citations
Improving unsupervised stain-to-stain translation using self-supervision and meta-learning
2022 Journal of Pathology Informatics article Computer Science AI in cancer detection Open access

Nassim Bouteldja, Barbara M. Klinkhammer, Tarek Schlaich, Peter Boor, Dorit Merhof

31

citations
Prediction of statistical force–displacement curves of Charpy-V impact tests based on unsupervised fracture surface machine learning
2025 Engineering Failure Analysis article Engineering Fatigue and fracture mechanics Open access

Johannes Tlatlik, Nils Rump, Sebastian Münstermann

5

citations
Regularization Strategy Aided Robust Unsupervised Learning for Wireless Resource Allocation
2023 IEEE Transactions on Vehicular Technology article Engineering Advanced Wireless Network Optimization

Hao Huang, Yun Lin, Guan Gui, Haris Gacanin, Hikmet Sari, Fumiyuki Adachi

12

citations
Unsupervised Learning-Inspired Power Control Methods for Energy-Efficient Wireless Networks Over Fading Channels
2022 IEEE Transactions on Wireless Communications article Engineering Advanced Wireless Network Optimization

Hao Huang, Miao Liu, Guan Gui, Haris Gacanin, Hikmet Sari, Fumiyuki Adachi

29

citations
3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning
2021 Computer Methods and Programs in Biomedicine article Computer Science Medical Image Segmentation Techniques Open access

Maureen A.J.M. van Eijnatten, Leonardo Rundo, Kees Joost Batenburg, Felix F. Lucka, Emma J. Beddowes, Carlos H. Caldas, +4 more

17

citations
Unsupervised deep-learning approach for time domain signal denoising in MPI
2025 International journal on magnetic particle imaging article Computer Science Image and Signal Denoising Methods Open access

Volkmar Schulz, Franziska Schrank

0

citations
Unsupervised learning of nanoindentation data to infer microstructural details of complex materials
2024 Frontiers in Materials article Materials Science Machine Learning in Materials Science Open access

Chen Zhang, Clémence Bos, Stefan Sandfeld, Ruth Schwaiger

8

citations
Unsupervised learning of charge-discharge cycles from various lithium-ion battery cells to visualize dataset characteristics and to interpret model performance
2024 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Akihiro Yamashita, Sascha Berg, Egbert Figgemeier

10

citations
Towards automated self-supervised learning for truly unsupervised graph anomaly detection
2025 Data Mining and Knowledge Discovery article Computer Science Advanced Graph Neural Networks Open access

Zhong Li, Yuhang Wang, Matthijs van Leeuwen

1

citations
Unsupervised deep learning for defect detection on CT parts using simulated data
2023 Research and Review Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

Virginia Florian, Christian Kretzer, Stefan Kasperl, Richard Schielein, Benjamin Montavon, Robert Heinrich Schmitt

0

citations
Distributed Unsupervised Learning for Combinatorial User Assignment in mmWave Cell-Free Massive MIMO Using Graph Neural Networks
2026 IEEE Transactions on Wireless Communications article Engineering Advanced MIMO Systems Optimization Open access

Bile Peng, Bihan Guo, Karl-Ludwig Besser, Luca Kunz, Zhengyang Li, Ramprasad Raghunath, +4 more

0

citations
Accelerated dinuclear palladium catalyst identification through unsupervised machine learning
2021 Science article Materials Science Machine Learning in Materials Science

Julian A. Hueffel, Theresa Sperger, Ignacio Funes‐Ardoiz, Jas S. Ward, Kari T. Rissanen, Franziska Schoenebeck

176

citations
Time series representations classroom (TSRC): a teacher-student-based framework for interpretability-enhanced unsupervised time series representation learning
2025 Machine Learning article Computer Science Time Series Analysis and Forecasting Open access

0

citations
Combining unsupervised and supervised learning in microscopy enables defect analysis of a full 4H-SiC wafer
2024 MRS Communications article Engineering Industrial Vision Systems and Defect Detection Open access cited by 1 patent

Johannes Steiner, Peter J. Wellmann

8

citations
Can unsupervised machine learning boost the on-site analysis of in situ synchrotron diffraction data?
2022 Scripta Materialia article Materials Science Machine Learning in Materials Science Open access

Tobias Strohmann, Pere Barriobero Vila, Joachim Gussone, David Melching, Andreas Stark, Norbert Schell, +1 more

6

citations
Bayesian Unsupervised Machine Learning Approach to Segment Arctic Sea Ice Using SMOS Data
2021 Geophysical Research Letters article Earth and Planetary Sciences Arctic and Antarctic ice dynamics Open access

Christoph Herbert, Adriano Camps, Florian Wellmann, Merce Vall-llossera

8

citations
Identifying Physical Structures in Our Galaxy with Gaussian Mixture Models: An Unsupervised Machine Learning Technique
2023 The Astrophysical Journal article Physics and Astronomy Astrophysics and Star Formation Studies Open access

M. Tiwari, Rens Kievit, S. Kabanovic, Lars Bonne, Fabrizio Falasca, C. Guevara, +11 more

3

citations
Tract-based white matter hyperintensity patterns in patients with systemic lupus erythematosus using an unsupervised machine learning approach
2022 Scientific Reports article Medicine Cerebrovascular and genetic disorders Open access

Theodor Rumetshofer, Francesca Inglese, Jeroen de Bresser, Peter Mannfolk, Olof T. Strandberg, Andreas Jönsen, +9 more

13

citations
Characterization of Continuous Transcriptional Heterogeneity in High-Risk Blastemal-Type Wilms’ Tumors Using Unsupervised Machine Learning
2023 International Journal of Molecular Sciences article Biochemistry, Genetics and Molecular Biology Renal and related cancers Open access

Yaron Trink, Achia Urbach, Benjamin Dekel, Peter Hohenstein, Jacob Goldberger, Tomer Kalisky

4

citations
DQS: a low-budget query strategy for enhancing unsupervised data-driven anomaly detection approaches
2026 Journal Of Big Data article Computer Science Anomaly Detection Techniques and Applications Open access

Lucas Correia, Jan-Christoph Goos, Thomas Bäck, Anna V. Kononova

0

citations
Unlearning Incorrect Associations in Word Learning: Evidence From Eye‐Tracking
2025 Cognitive Science article Neuroscience Neurobiology of Language and Bilingualism Open access

Bob McMurray

0

citations
Autoencoders for unsupervised anomaly detection in high energy physics
2021 Journal of High Energy Physics article Physics and Astronomy Particle physics theoretical and experimental studies Open access

100

citations