Experience‑Based Learning Systems

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1. Alexander Schultheis; Maximilian Späth; Justin Weich; Ralph Bergmann

   Towards Explainable and Reusable Temporal Case-Based Reasoning in Predictive Maintenance: A Research Environment

   In: Artificial Intelligence XLIII - 46th SGAI International Conference on Artificial Intelligence, AI 2026, Cambridge, UK, December 15-17, 2026, Proceedings. SGAI International Conference on Artificial Intelligence (AI-2026), 46th SGAI International Conference on Artificial Intelligence, December 15-17, Cambridge, United Kingdom, Lecture Notes in Computer Science (LNCS), Springer, 12/2026.

2. Alexander Schultheis; David Jilg; Ralph Traphöner; Roman Schander; Ralph Bergmann

   Applying Distributed Case-Based Reasoning in the Edge-Cloud Continuum

   In: Artificial Intelligence XLIII - 46th SGAI International Conference on Artificial Intelligence, AI 2026, Cambridge, UK, December 15-17, 2026, Proceedings. SGAI International Conference on Artificial Intelligence (AI-2026), 46th SGAI International Conference on Artificial Intelligence, December 15-17, Cambridge, United Kingdom, Lecture Notes in Computer Science (LNCS), Springer, 12/2026.

3. Roman Schander; Alexander Schultheis; Ralph Bergmann

   Explanation of Similarities in Temporal Case-Based Reasoning by Visualization

   In: Case-Based Reasoning Research and Development - 34th International Conference, ICCBR 2026, Bremen, Germany, August 13th - 16th, 2026, Proceedings. International Conference on Case-Based Reasoning (ICCBR-2026), 34th International Conference on Case-Based Reasoning, August 13-16, Bremen, Germany, Pages 169-186, Lecture Notes in Computer Science (LNCS), Vol. 16780, Springer, 8/2026.

4. Lisa Grewenig; Christian Zeyen; Alexander Schultheis; Lukas Malburg; Ralph Bergmann

   Challenges and Support Potentials in the Development of CBR Applications

   In: Case-Based Reasoning Research and Development - 34th International Conference, ICCBR 2026, Bremen, Germany, August 13th - 16th, 2026, Proceedings. International Conference on Case-Based Reasoning (ICCBR-2026), 34th International Conference on Case-Based Reasoning, August 13-16, Bremen, Germany, Pages 590-607, Lecture Notes in Computer Science (LNCS), Vol. 16780, Springer, 8/2026.

5. Jürgen Mangler; Ronny Seiger; Janik-Vasily Benzin; Joscha Grüger; Yusuf Kirikkayis; Florian Gallik; Lukas Malburg; Matthias Ehrendorfer; Yannis Bertrand; Marco Franceschetti; Barbara Weber; Stefanie Rinderle-Ma; Ralph Bergmann; Estefanía Serral Asensio; Manfred Reichert

   From Internet of Things Data to Business Processes: Challenges and a Framework

   In: Giancarlo Fortino; Massimo Mecella. Internet of Things Meets Business Process Management: A Synergistic Integration. Pages 25-61, ISBN 978-3-031-90746-3, Springer, 2026.

6. Martin Kuhn; Tony Trinh; Joscha Grüger; Ralph Bergmann

   Synthetic Log Generation Under Control-Flow Conditions Using Autoregressive Models

   In: Roberto Posenato; Irene Vanderfeesten (Hrsg.). Advanced Information Systems Engineering Workshops. International Conference on Advanced Information Systems Engineering (CAiSE-2026), International Conference on Advanced Information Systems Engineering, located at CAiSE-2026, June 8-12, Verona, Italy, Pages 12-24, ISBN 978-3-032-28160-9, Springer Nature Switzerland, 2026.

7. Maxim Hotz; Lukas Malburg; Kokulan Thanabalan; Ralph Bergmann

   Vision-Based Retrieval of Semantic Workflows in Process-Oriented Case-Based Reasoning

   In: Lukas Malburg; Kerstin Bach (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning (ICCBR-2026), Pages 560-576, Lecture Notes in Computer Science, Springer, 2026.

8. Franz Pawlus; Justin Weich; Markus Nilles

   Advancing NL2SPARQL via Agentic Workflow Design and Dynamic URI Grounding

   In: European Semantic Web Conference. European Semantic Web Conference (ESWC-2026), 23rd European Semantic Web Conference, May 12-14, Dubrovnik, Croatia, Pages 457-475, Springer, 2026.

9. Kokulan Thanabalan; Lukas Malburg; Leonhard Kunz; Ralph Bergmann

   Towards Structured Knowledge Reuse to Support Design for Manufacturability: A Case-Based Reasoning Approach

   In: Iris Gräßler (Hrsg.). Proceedings of the International Symposium on Hybrid Intelligence in Product and Production Engineering HIPPE 2026. International Symposium on Hybrid Intelligence in Product and Production Engineering (HIPPE-2026), March 24-26, Paderborn, Germany, University of Paderborn, 2026.

10. Leonhard Kunz; Mario Klostermeier; Kokulan Thanabalan; Tatjana Legler; Martin Ruskowski

    Automatic Generation of Technical Drawings Using the Model Context Protocol

    In: Iris Gräßler (Hrsg.). HIPPE Proceedings. International Symposium on Hybrid Intelligence in Product and Production Engineering (HIPPE-2026), March 24-26, Paderborn, Germany, University of Paderborn, 2026.

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