| 2023 | AISTATS | Barlow Graph Auto-Encoder for Unsupervised Network Embedding. | Rayyan Ahmad Khan, Martin Kleinsteuber |
| 2022 | WSDM | Cluster-Aware Heterogeneous Information Network Embedding. | Rayyan Ahmad Khan, Martin Kleinsteuber |
| 2021 | ICMI | A Contrastive Learning Approach for Compositional Zero-Shot Learning. | Muhammad Umer Anwaar, Rayyan Ahmad Khan, Zhihui Pan, Martin Kleinsteuber |
| 2021 | WACV | Compositional Learning of Image-Text Query for Image Retrieval. | Muhammad Umer Anwaar, Egor Labintcev, Martin Kleinsteuber |
| 2020 | ICPR | Epitomic Variational Graph Autoencoder. | Rayyan Ahmad Khan, Muhammad Umer Anwaar, Martin Kleinsteuber |
| 2017 | RecSys | A Framework for Training Hybrid Recommender Systems. | Simon Bremer, Alan Schelten, Enrico Lohmann, Martin Kleinsteuber |
| 2017 | VINCI | Towards Glyph-based visualizations for big data clustering. | Mandy Keck, Dietrich Kammer, Thomas Grnder, Thomas Thom, Martin Kleinsteuber, Alexander Maasch, Rainer Groh |
| 2016 | CVPR | Trace Quotient Meets Sparsity: A Method for Learning Low Dimensional Image Representations. | Xian Wei, Hao Shen, Martin Kleinsteuber |
| 2016 | ICMV | Active classifier selection for RGB-D object categorization using a Markov random field ensemble method. | Maximilian Durner, Zoltan Csaba Marton, Ulrich Hillenbrand, Haider Ali, Martin Kleinsteuber |
| 2016 | ICPR | Joint learning dictionary and discriminative features for high dimensional data. | Xian Wei, Yuanxiang Li, Hao Shen, Martin Kleinsteuber, Yi Lu Murphey |
| 2014 | ECCV | Co-Sparse Textural Similarity for Interactive Segmentation. | Claudia Nieuwenhuis, Simon Hawe, Martin Kleinsteuber, Daniel Cremers |
| 2014 | ICASSP | An adaptive dictionary learning approach for modeling dynamical textures. | Xian Wei, Hao Shen, Martin Kleinsteuber |
| 2014 | INDIN | An ontology-based approach for decentralized monitoring and diagnostics. | Lisa Abele, Stephan Grimm, Sonja Zillner, Martin Kleinsteuber |
| 2013 | CVPR | Separable Dictionary Learning. | Simon Hawe, Matthias Seibert, Martin Kleinsteuber |
| 2013 | ICCV | A Joint Intensity and Depth Co-sparse Analysis Model for Depth Map Super-resolution. | Martin Kiechle, Simon Hawe, Martin Kleinsteuber |
| 2012 | ICASSP | Cartoon-like image reconstruction via constrained ℓp-minimization. | Simon Hawe, Martin Kleinsteuber, Klaus Diepold |
| 2012 | ICPRAM | Tracking Solutions of Time Varying Linear Inverse Problems. | Martin Kleinsteuber, Simon Hawe |
| 2011 | CIKM | Resource monitoring in industrial production with knowledge-based models and rules. | Lisa Abele, Martin Kleinsteuber, Thorbjrn Hansen |
| 2011 | ICCV | Dense disparity maps from sparse disparity measurements. | Simon Hawe, Martin Kleinsteuber, Klaus Diepold |
| 2007 | ICASSP | An Intrinsic CG Algorithm for Computing Dominant Subspaces. | Martin Kleinsteuber, Knut Hper |