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Papers matching “representation learning” 227

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Deep representation learning and reinforcement learning for workpiece setup optimization in CNC milling
2023 Production Engineering article Engineering Manufacturing Process and Optimization Open access

Владимир Самсонов, Enslin Chrismarie, Hans-Georg Köpken, Schirin Bär, Daniel Lütticke, Tobias Meisen

14

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
NMDA-driven dendritic modulation enables multitask representation learning in hierarchical sensory processing pathways
2023 Proceedings of the National Academy of Sciences article Neuroscience Neural dynamics and brain function Open access

Willem A. M. Wybo, Matthias C. Tsai, Viet Anh Tran, Bernd Illing, Jakob Jordan, Abigail Morrison, +1 more

25

citations
Explainable representation learning of small quantum states
2023 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

Felix Frohnert, Evert van Nieuwenburg

11

citations
scDecorr: feature decorrelation based representation learning enables self-supervised alignment of multiple single-cell experiments
2026 Scientific Reports article Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access

Ritabrata Sanyal, Yang Xu, Hyojin Kim, Rafael Kramann, Sikander Hayat

0

citations
Representation learning for fast radio burst dynamic spectra
2025 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Radio Astronomy Observations and Technology Open access

Dirk Kuiper, Gabriella Contardo, Daniela Huppenkothen, Jason W. T. Hessels

1

citations
Cluster-aware continuous treatment effect estimation via Hellinger-based balanced representation learning
2026 Signal Processing article Mathematics Advanced Causal Inference Techniques Open access

Siyuan Zhao, Yiran Zhuo, Hongchang Liu, Lincen Yang, Shujian Yu

0

citations
Disentangled Representation Learning for Astronomical Chemical Tagging
2021 The Astrophysical Journal article Physics and Astronomy Stellar, planetary, and galactic studies Open access

Damien de Mijolla, Melissa Ness, S. Viti, Adam Wheeler

17

citations
Lithium-ion battery anomaly detection with variational autoencoder based on feature representation learning
2026 Journal of Energy Storage article Engineering Advanced Battery Technologies Research Open access

Wenbin Li, Yue Yang, Stefan Pischinger

5

citations
A symmetry-preserving and transferable representation for learning the Kohn–Sham density matrix
2026 Digital Discovery article Materials Science Machine Learning in Materials Science Open access

Liwei Zhang, Patrizia Mazzeo, Michele Nottoli, Edoardo Cignoni, Lorenzo Cupellini, Benjamin Stamm

1

citations
Deep-learning based representation and recognition for genome variants—from SNVs to structural variants
2024 National Science Review article Biochemistry, Genetics and Molecular Biology Genomics and Phylogenetic Studies Open access

Songbo Wang, Kai Ye

7

citations
Catch me if you can: A participant-level rumor detection framework via fine-grained user representation learning
2021 Information Processing & Management article Social Sciences Misinformation and Its Impacts Open access

Xueqin Chen, Fan Zhou, Fengli Zhang, Marcello Bonsangue

38

citations
Structured representation of simulation and annotation data for machine learning in forming technologies
2026 Production Engineering article Engineering Digital Transformation in Industry Open access

Markus Schumann, Jonas Moske, Antonia Wüst, Felix Divo, Daria Gelbich, Philipp Niemietz, +3 more

0

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
scDecorr: feature decorrelation based representation learning enables self-supervised alignment of multiple single-cell experiments
2026 Scientific Reports article Biochemistry, Genetics and Molecular Biology Single-cell and spatial transcriptomics Open access

Ritabrata Sanyal, Hyojin Kim, Rafael Kramann, Sikander Hayat

0

citations
Structured representation of simulation and annotation data for machine learning in forming technologies
2026 Production Engineering article Engineering Metal Forming Simulation Techniques Open access

Markus Schumann, Jonas Moske, Antonia Wüst, Felix Divo, Daria Gelbich, Philipp Niemietz, +3 more

0

citations
Lithium-ion battery anomaly detection with variational autoencoder based on feature representation learning
2026 Journal of Energy Storage article Engineering Advanced Battery Technologies Research Open access

Wenbin Li, Yue Yang, Stefan Pischinger

0

citations
Improving weakly supervised phrase grounding via visual representation contextualization with contrastive learning
2022 Applied Intelligence article Computer Science Multimodal Machine Learning Applications

Xue Wang, Youtian Du, Suzan Verberne, Fons J. Verbeek

0

citations
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
Position: Topological Deep Learning is the New Frontier for Relational Learning
2024 PubMed article Computer Science Topological and Geometric Data Analysis Open access

Theodore Papamarkou, Tolga Birdal, Michael M. Bronstein, Gunnar Carlsson, Justin Michael Curry, Yue Lin Gao, +16 more

8

citations
Study on learning efficient stroke representations in clocked sheet metal processing: theoretical and practical evaluation
2023 Production Engineering article Computer Science Time Series Analysis and Forecasting Open access

Philipp Niemietz, Thomas Bergs

6

citations
Learning Self-Supervised Representations of Powder-Diffraction Patterns
2025 Crystals article Materials Science Machine Learning in Materials Science Open access

Shubhayu Das, Markus Vorholt, Andreas Houben, Richard Dronskowski

4

citations
Shared Data and Algorithms for Deep Learning in Fundamental Physics
2021 RWTH Publications (RWTH Aachen) article Physics and Astronomy Particle physics theoretical and experimental studies Open access

L. Benato, Erik Buhmann, Martin Erdmann, P. Fackeldey, Jonas Glombitza, Gregor Kasieczka, +4 more

0

citations
OntoURL: A benchmark for evaluating large language models on symbolic ontological understanding, reasoning and learning
2026 Journal of Web Semantics article Computer Science Semantic Web and Ontologies Open access

Xiao Zhang, Huiyuan Lai, Qianru Meng, Johan Bos

0

citations
Machine Learning in Chemical Engineering: A Perspective
2021 Chemie Ingenieur Technik article Materials Science Machine Learning in Materials Science Open access

Artur M. Schweidtmann, Erik Esche, Asja Fischer, Marius Kloft, Jens‐Uwe Repke, Sebastian Säger, +1 more

290

citations