Jahr Year | Titel/Autor:in Title/Author | Publikationstyp Publication Type | 
| 2025 | 
Bayesian Inference for Fatigue Strength Estimation 
Weichert, Dorina; Haedecke, Elena Gina; Ernis, Gunar; Houben, Sebastian; Kister, Alexander; Wrobel, Stefan | 
Aufsatz in Buch Book Article
 | 
| 2025 | 
Reinforcement Learning for Efficient Returns Management 
Linden, Pascal Nicolai; Paul, Nathalie; Wirtz, Tim; Wrobel, Stefan | 
Paper
 | 
| 2025 | 
Improving graph neural networks through feature importance learning 
Alkhoury, Fouad; Horváth, Tamás; Bauckhage, Christian; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2025 | 
Informed Machine Learning Aspects for the Multi-Agent Neural Rewriter 
Paul, Nathalie; Wirtz, Tim; Wrobel, Stefan; Kister, Alexander | 
Aufsatz in Buch Book Article
 | 
| 2024 | 
Implementation and evaluation of an additional GPT-4-based reviewer in PRISMA-based medical systematic literature reviews 
Landschaft, Assaf; Antweiler, Dario; Mackay, Sina; Kugler, Sabine; Rüping, Stefan; Wrobel, Stefan; Höres, Timm; Allende-Cid, Héctor | 
Zeitschriftenaufsatz Journal Article
 | 
| 2024 | 
Research priorities to leverage smart digital technologies for sustainable crop production 
Storm, Hugo; Seidel, Sabine Julia; Klingbeil, Lasse; Ewert, Frank; Vereecken, Harry; Amelung, Wulf; Behnke, Sven; Bennewitz, Maren; Börner, Jan; Döring, Thomas; Gall, Jürgen; Mahlein, Anne-Katrin; McCool, Chris; Rascher, Uwe; Wrobel, Stefan; Schnepf, Andrea; Stachniss, Cyrill; Kuhlmann, Heiner | 
Zeitschriftenaufsatz Journal Article
 | 
| 2024 | 
Deep Dynamic Language Models 
Cvejoski, Kostadin | 
Dissertation Doctoral Thesis
 | 
| 2024 | 
Wasserstein Dropout 
Sicking, Joachim; Akila, Maram; Pintz, Maximilian Alexander; Wirtz, Tim; Wrobel, Stefan; Fischer, Asja | 
Zeitschriftenaufsatz Journal Article
 | 
| 2023 | 
Investigating Graph Representation Learning Methods for Link Prediction in Knowledge Graphs 
Ali, Mehdi | 
Dissertation Doctoral Thesis
 | 
| 2023 | 
Explainable production planning under partial observability in high-precision manufacturing 
Weichert, Dorina; Kister, Alexander; Volbach, Peter; Houben, Sebastian; Trost, Marcus; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2023 | 
Maximal closed set and half-space separations in finite closure systems 
Seiffarth, Florian; Horvath, Tamas; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2023 | 
Advancing Knowledge-Enhanced Conversational Systems Leveraging Language Models 
Rony, Md Rashad Al Hasan | 
Dissertation Doctoral Thesis
 | 
| 2023 | 
Guideline for Designing Trustworthy Artificial Intelligence 
Poretschkin, Maximilian; Schmitz, Anna; Akila, Maram; Adilova, Linara; Becker, Daniel; Cremers, Armin B.; Hecker, Dirk; Houben, Sebastian; Mock, Michael; Rosenzweig, Julia; Sicking, Joachim; Schulz, Elena; Voß, Angelika; Wrobel, Stefan | 
Bericht Report
 | 
| 2022 | 
Deutsche Normungsroadmap Künstliche Intelligenz 
Adler, Rasmus; Bunte, Andreas; Burton, Simon; Großmann, Jürgen; Jaschke, Alexander; Kleen, Philip; Lorenz, Jeanette Miriam; Ma, Jackie; Markert, Karla; Meeß, Henri; Meyer, Olga; Neuhüttler, Jens; Philipp, Patrick; Poretschkin, Maximilian; Rennoch, Axel; Roscher, Karsten; Sperl, Philip; Usländer, Thomas; Weicken, Eva; Wrobel, Stefan; Zidowitz, Stephan; Ziehn, Jens; Kläs, Michael; Cheng, Chih-Hong; Heinrich, Jana; Knoblauch, Dorian; Heidrich, Jens; Görge, Rebekka; Kolomiichuk, Sergii; Lämmel, Philipp; Plinge, Axel; Rauh, Lukas; Tcholtchev, Nikolay Vassilev | 
Studie Study
 | 
| 2022 | 
Robustness in Fatigue Strength Estimation 
Weichert, Dorina; Kister, Alexander; Houben, Sebastian; Ernis, Gunar; Wrobel, Stefan | 
Paper
 | 
| 2022 | 
A Fast Heuristic for Computing Geodesic Closures in Large Networks 
Seiffarth, Florian; Horvath, Tamas; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2022 | 
The why and how of trustworthy AI 
Schmitz, Anna; Akila, Maram; Hecker, Dirk; Poretschkin, Maximilian; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2022 | 
Data Ecosystems: A New Dimension of Value Creation Using AI and Machine Learning 
Hecker, Dirk; Voß, Angelika; Wrobel, Stefan | 
Aufsatz in Buch Book Article
 | 
| 2022 | 
A generalized Weisfeiler-Lehman graph kernel 
Schulz, Till Hendrik; Horvath, Tamas; Welke, Pascal; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2022 | 
Feature Attribution for Automatic Medical Coding 
Sauvant, Marie Pauline | 
Master Thesis
 | 
| 2022 | 
Visual Analytics for Human-Centered Machine Learning 
Andrienko, Natalia; Andrienko, Gennady; Adilova, Linara; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2022 | 
Designing Data Spaces 
 | Sammelband Anthology
 | 
| 2022 | 
A Simple Heuristic for the Graph Tukey Depth Problem with Potential Applications to Graph Mining 
Seiffarth, Florian; Horvath, Tamas; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2022 | 
Multi-Agent Neural Rewriter for Vehicle Routing with Limited Disclosure of Costs 
Paul, Nathalie; Wirtz, Tim; Wrobel, Stefan; Kister, Alexander | 
Paper
 | 
| 2021 | 
Learning Weakly Convex Sets in Metric Spaces 
Stadtländer, Eike; Horvath, Tamas; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2021 | 
Decision Snippet Features 
Welke, Pascal; Alkhoury, Fouad; Bauckhage, Christian; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2021 | 
A theoretical model for pattern discovery in visual analytics 
Andrienko, Natalia; Andrienko, Gennady; Miksch, Silvia; Schumann, Heidrun; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2021 | 
Leitfaden zur Gestaltung vertrauenswürdiger Künstlicher Intelligenz (KI-Prüfkatalog) 
Poretschkin, Maximilian; Schmitz, Anna; Akila, Maram; Adilova, Linara; Becker, Daniel; Cremers, Armin B.; Hecker, Dirk; Houben, Sebastian; Mock, Michael; Rosenzweig, Julia; Sicking, Joachim; Schulz, Elena; Voß, Angelika; Wrobel, Stefan | 
Bericht Report
 | 
| 2021 | 
Maximum Margin Separations in Finite Closure Systems 
Seiffahrt, Florian; Horvath, Tamas; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2021 | 
Constructing Spaces and Times for Tactical Analysis in Football 
Andrienko, Gennady; Andrienko, Natalia; Anzer, Gabriel; Bauer, Pascal; Budziak, Guido; Fuchs, Georg; Hecker, Dirk; Weber, Hendrik; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2021 | 
A Novel Regression Loss for Non-Parametric Uncertainty Optimization 
Sicking, Joachim; Akila, Maram; Pintz, Maximilian; Wirtz, Tim; Fischer, Asja; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2021 | 
Zur Systematischen Bewertung der Vertrauenswürdigkeit von KI-Systemen 
Poretschkin, Maximilian; Mock, Michael; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2020 | 
Visual Analytics for Data Scientists 
Andrienko, Natalia; Andrienko, Gennady; Fuchs, Georg; Slingsby, Aidan; Turkay, Cagatay; Wrobel, Stefan | 
Buch Book
 | 
| 2020 | 
HOPS: Probabilistic Subtree Mining for Small and Large Graphs 
Welke, Pascal; Seiffahrt, Florian; Kamp, Michael; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2020 | 
Effective approximation of parametrized closure systems over transactional data streams 
Trabold, Daniel; Horvath, Tamas; Wrobel, Stefan | 
Zeitschriftenaufsatz Journal Article
 | 
| 2020 | 
Zertifizierung von KI-Systemen. Kompass für die Entwicklung und Anwendung vertrauenswürdiger KI-Systeme 
Heesen, Jessica; Müller-Quade, Jörn; Wrobel, Stefan; Poretschkin, Maximilian | 
Bericht Report
 | 
| 2020 | 
Zertifizierung von KI-Systemen 
Heesen, Jessica; Müller-Quade, Jörn; Wrobel, Stefan; Poretschkin, Maximilian | 
Studie Study
 | 
| 2020 | 
Adiabatic Quantum Computing for Max-Sum Diversification 
Bauckhage, Christian; Sifa, Rafet; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2020 | 
Maximal Closed Set and Half-Space Separations in Finite Closure Systems 
Seiffarth, Florian; Horvath, Tamas; Wrobel, Stefan | 
Konferenzbeitrag Conference Paper
 | 
| 2020 | 
Mining Frequent Itemsets from Transactional Data Streams with Probabilistic Error Bounds 
Trabold, Daniel | 
Dissertation Doctoral Thesis
 |