Publications

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Dominique Mercier; Andreas Dengel; Sheraz Ahmed
FREQuency ATTribution: Benchmarking Frequency-based Occlusion for Time Series Data
In: Applied Intelligence (APIN), Vol. 56, No. 108, Pages 1-26, Springer Nature, 2/2026.
Dayananda Herurkar; Jörn Hees; Vesselin Tzvetkov; Andreas Dengel
Tabular Data Adapters: Pseudo-Labeling Unlabeled Private Tabular Data for Outlier Detection
In: IEEE Access (Hrsg.). IEEE Access (IEEE), Vol. 14, Pages 25691-25705, IEEE, 2/2026.
David Dembinsky; Adriano Lucieri; Stanislav Frolov; Hiba Najjar; Ko Watanabe; Andreas Dengel
Unifying VXAI: A Systematic Review and Framework for the Evaluation of Explainable AI
In: Transactions on Machine Learning Research (TMLR), 1/2026.
Dayananda Herurkar; Ahmed Anwar; Sebastian Palacio; Jörn Hees; Andreas Dengel
Fin-Fed-OD: Enhancing Outlier Detection Using Federated Learning on Financial Tabular Data
In: International Conference on Federated Learning Technologies and Applications (FLTA). International Conference on Federated Learning Technologies and Applications (FLTA-2025), located at FLTA25, October 14-17, Dubrovnik, Croatia, Pages 40-47, DFKI Research Reports (RR), ISBN 979-8-3315-5670-9, IEEE, 1/2026.
Supreeth Mysore Venkatesh; Antonio Macaluso; Diego Arenas; Matthias Klusch; Andreas Dengel
Iterative Quantum-Assisted Least Squares Optimization with Convergence Guarantees
In: Journal of Computational Science (JOCS), Vol. xx, Pages 1-33, Elsevier, 2026.
Krzysztof Adamkiewicz; Brian Moser; Stanislav Frolov; Tobias Christian Nauen; Federico Raue; Andreas Dengel
When Pretty Isn’t Useful: Investigating Why Modern Text-to-Image Models Fail as Reliable Training Data Generators
In: The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR). International Conference on Computer Vision and Pattern Recognition (CVPR-2026), June 3-7, Denver, Colorado, USA, IEEE, 2026.
Payal Varshney; Adriano Lucieri; Christoph Peter Balada; Andreas Dengel; Sheraz Ahmed
Discovering Concept Directions from Diffusion-based Counterfactuals via Latent Clustering
In: Pattern Recognition Letters (PRL), Vol. SS: ICPR 2024, Pages 1-7, Elsevier B.V, 11/2025.
Francisco Mena; Diego Arenas; Andreas Dengel
In the search for optimal multi-view learning models for crop classification with global remote sensing data
In: International Journal of Applied Earth Observation and Geoinformation (JAG), Vol. 143, Pages 0-15, Elsevier, Empowering Smart and Sustainable Agriculture with , 9/2025.
Antonio Macaluso; Supreeth Mysore Venkatesh; Diego Arenas; Matthias Klusch; Andreas Dengel
Quantum-Assisted Correlation Clustering
In: 2025 IEEE International Conference on Quantum Artificial Intelligence. IEEE International Conference on Quantum Artificial Intelligence (IEEE QAI-2025), November 2-5, University of Naples Federico II, Via Partenope 36, Naples, Italy, Institute of Electrical and Electronics Engineers (IEEE), 9/2025.
Miro Miranda Lorenz; Ashutosh Dinesh; Duway Nicolas Lesmes Leon; Francisco Mena; Marcela Charfuelan Oliva; Andreas Dengel (Hrsg.)
RegDiff: Regression Diffusion for Earth Observation
IEEE International Geoscience and Remote Sensing Symposium (IGARSS-2025), August 3-8, Brisbane, Australia, IEEE, 8/2025.