| 2026 | ICCBR | Challenges and Support Potentials in the Development of Case-Based Reasoning Applications. | Lisa Grewenig, Christian Zeyen, Alexander Schultheis, Lukas Malburg, Ralph Bergmann |
| 2026 | ICCBR | Vision-Based Retrieval of Semantic Workflows in Process-Oriented Case-Based Reasoning. | Maxim Hotz, Lukas Malburg, Kokulan Thanabalan, Ralph Bergmann |
| 2026 | ICCBR | Explanation of Similarities in Temporal Case-Based Reasoning by Visualization. | Roman Schander, Alexander Schultheis, Ralph Bergmann |
| 2025 | ICCBR | EXAR: A Unified Experience-Grounded Agentic Reasoning Architecture. | Ralph Bergmann, Florian Brand, Mirko Lenz, Lukas Malburg |
| 2025 | ICCBR | Advanced Search Techniques for Determining Optimal Sequences of Adaptation Rules in Process-Oriented Case-Based Reasoning. | Maxim Hotz, Lukas Malburg, Ralph Bergmann |
| 2025 | ICCBR | A Framework for Supporting the Iterative Design of CBR Applications. | Guillermo Jimnez-Daz, Mirko Lenz, Lukas Malburg, Beln Daz-Agudo, Ralph Bergmann |
| 2025 | ICCBR | Clinical Decision Support for Skin Tumor Treatment: A Case-Based Reasoning Approach. | Martin Kuhn, Yannik Warnecke, Daniel Preciado-Marquez, Joscha Grger, Laura Bley, Michael Storck, Carsten Weishaupt, Ralph Bergmann, Stephan A. Braun |
| 2025 | ICCBR | LLsiM: Large Language Models for Similarity Assessment in Case-Based Reasoning. | Mirko Lenz, Maximilian Hoffmann, Ralph Bergmann |
| 2025 | ICCBR | Case-Based Activity Detection from Segmented Internet of Things Data. | Ronny Seiger, Alexander Schultheis, Ralph Bergmann |
| 2025 | ICCBR | Integration of Time Series Embedding for Efficient Retrieval in Case-Based Reasoning. | Justin Weich, Alexander Schultheis, Maximilian Hoffmann, Ralph Bergmann |
| 2025 | KI | Numbers Don't Lie: Hybrid Extraction and Validation of Quantitative Statements in Arguments with Semi-structured Information. | Mirko Lenz, Lorik Dumani, Ralf Schenkel, Ralph Bergmann |
| 2025 | RCIS | Challenges in Data Quality Management for IoT-Enhanced Event Logs. | Yannis Bertrand, Alexander Schultheis, Lukas Malburg, Joscha Grger, Estefana Serral Asensio, Ralph Bergmann |
| 2024 | ICCBR | Large Language Models as Knowledge Engineers. | Florian Brand, Lukas Malburg, Ralph Bergmann |
| 2024 | ICCBR | Autocompletion of Architectural Spatial Configurations Using Case-Based Reasoning, Graph Clustering, and Deep Learning. | Viktor Eisenstadt, Christoph Langenhan, Jessica Bielski, Ralph Bergmann, Klaus-Dieter Althoff |
| 2024 | ICCBR | Towards a Case-Based Support for Responding Emergency Calls. | Lisa Grumbach, Alexander Winzig, Ralph Bergmann |
| 2024 | ICCBR | CBRkit: An Intuitive Case-Based Reasoning Toolkit for Python. | Mirko Lenz, Lukas Malburg, Ralph Bergmann |
| 2024 | ICCBR | Improving Complex Adaptations in Process-Oriented Case-Based Reasoning by Applying Rule-Based Adaptation. | Lukas Malburg, Maxim Hotz, Ralph Bergmann |
| 2024 | ICCBR | Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing. | Alexander Schultheis, Lukas Malburg, Joscha Grger, Justin Weich, Yannis Bertrand, Ralph Bergmann, Estefana Serral Asensio |
| 2024 | ICPM | Research Paper: Enhancing Healthcare Decision-Making with Analogy-Based Reasoning. | Joscha Grger, Martin Kuhn, Karim Amri, Ralph Bergmann |
| 2024 | SGAI | ArgueMapper Assistant: Interactive Argument Mining Using Generative Language Models. | Mirko Lenz, Ralph Bergmann |
| 2023 | BPM | Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments. | Matthias Ehrendorfer, Yannis Bertrand, Lukas Malburg, Juergen Mangler, Joscha Grger, Stefanie Rinderle-Ma, Ralph Bergmann, Estefana Serral Asensio |
| 2023 | BPM | DALG: The Data Aware Event Log Generator. | David Jilg, Joscha Grger, Tobias Geyer, Ralph Bergmann |
| 2023 | FlAIRS | Ranking-Based Case Retrieval with Graph Neural Networks in Process-Oriented Case-Based Reasoning. | Maximilian Hoffmann, Ralph Bergmann |
| 2023 | FlAIRS | Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning Using Graph Neural Networks and Transfer Learning. | Johannes Pauli, Maximilian Hoffmann, Ralph Bergmann |
| 2023 | ICCBR | Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows. | Florian Brand, Katharina Lott, Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann |
| 2023 | ICCBR | A Case-Based Approach for Workflow Flexibility by Deviation. | Lisa Grumbach, Ralph Bergmann |
| 2023 | ICCBR | Case-Based Adaptation of Argument Graphs with WordNet and Large Language Models. | Mirko Lenz, Ralph Bergmann |
| 2023 | ICCBR | Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations. | Lukas Malburg, Alexander Schultheis, Ralph Bergmann |
| 2023 | ICCBR | Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization. | Alexander Schultheis, Maximilian Hoffmann, Lukas Malburg, Ralph Bergmann |
| 2023 | ICCBR | An Overview and Comparison of Case-Based Reasoning Frameworks. | Alexander Schultheis, Christian Zeyen, Ralph Bergmann |
| 2023 | ICPM | Enhancing Clinical Insights: Knowledge-Intensive and Context-Sensitive Process Instance Visualization in Health Care. | Joscha Grger, Ralph Bergmann |
| 2023 | SGAI | Semi-supervised Similarity Learning in Process-Oriented Case-Based Reasoning. | Nicolas Schuler, Maximilian Hoffmann, Hans-Peter Beise, Ralph Bergmann |
| 2022 | BPM | Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study. | Joscha Grger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, Ralph Bergmann |
| 2022 | COMMA | User-Centric Argument Mining with ArgueMapper and Arguebuf. | Mirko Lenz, Ralph Bergmann |
| 2022 | EDOC | Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning. | Lukas Malburg, Florian Brand, Ralph Bergmann |
| 2022 | FlAIRS | Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. | Rahol Kumar, Alexander Schultheis, Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann |
| 2022 | ICCBR | Improving Automated Hyperparameter Optimization with Case-Based Reasoning. | Maximilian Hoffmann, Ralph Bergmann |
| 2022 | ICCBR | GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning. | Maximilian Hoffmann, Lukas Malburg, Nico Bach, Ralph Bergmann |
| 2022 | ICCBR | Towards Adaptive Workflow Management by Case-based Reasoning and Automated Planning. | Lukas Malburg, Ralph Bergmann |
| 2022 | ICCBR | FlexiTeam: Flexible Team and Work Organization using Process-Oriented Case-Based Reasoning. | Ditty Mathew, Ralph Bergmann, Benjamin Weyers, Thomas Ellwart, Dominique Bohrmann, Ericson Hlzchen |
| 2022 | ICCBR | Towards Experience-based Assistance for Personal Robotic Process Automation by Process-Oriented Case-based Reasoning. | Christian Zeyen, Rudolf Koch, Sven Schwarz, Heiko Maus, Ralph Bergmann |
| 2022 | ICPM | SAMPLE: A Semantic Approach for Multi-perspective Event Log Generation. | Joscha Grger, Tobias Geyer, David Jilg, Ralph Bergmann |
| 2022 | ICPM | Weighted Violations in Alignment-Based Conformance Checking. | Joscha Grger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, Ralph Bergmann |
| 2022 | KI | Utilizing Expert Knowledge to Support Medical Emergency Call Handling. | Carsten Maletzki, Eric Rietzke, Ralph Bergmann |
| 2021 | ANT | Object Detection for Smart Factory Processes by Machine Learning. | Lukas Malburg, Manfred-Peter Rieder, Ronny Seiger, Patrick Klein, Ralph Bergmann |
| 2021 | BPM | ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks. | Maximilian Hoffmann, Lukas Malburg, Ralph Bergmann |
| 2021 | FlAIRS | Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning. | Lukas Malburg, Maximilian Hoffmann, Simon Trumm, Ralph Bergmann |
| 2021 | ICPM | Verifying Guideline Compliance in Clinical Treatment Using Multi-perspective Conformance Checking: A Case Study. | Joscha Grger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, Ralph Bergmann |
| 2021 | IJCNN | Using Expert Knowledge for Masking Irrelevant Data Streams in Siamese Networks for the Detection and Prediction of Faults. | Patrick Klein, Niklas Weingarz, Ralph Bergmann |
| 2020 | BPM | Using Physical Factory Simulation Models for Business Process Management Research. | Lukas Malburg, Ronny Seiger, Ralph Bergmann, Barbara Weber |
| 2020 | COMMA | Towards an Argument Mining Pipeline Transforming Texts to Argument Graphs. | Mirko Lenz, Premtim Sahitaj, Sean Kallenberg, Christopher Coors, Lorik Dumani, Ralf Schenkel, Ralph Bergmann |
| 2020 | ICCBR | Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. | Maximilian Hoffmann, Lukas Malburg, Patrick Klein, Ralph Bergmann |
| 2020 | ICCBR | A Time-Series Similarity Measure for Case-Based Deviation Management to Support Flexible Workflow Execution. | Erik Schake, Lisa Grumbach, Ralph Bergmann |
| 2020 | ICCBR | A*-Based Similarity Assessment of Semantic Graphs. | Christian Zeyen, Ralph Bergmann |
| 2019 | BPM | Utilizing Ontology-Based Reasoning to Support the Execution of Knowledge-Intensive Processes. | Carsten Maletzki, Eric Rietzke, Lisa Grumbach, Ralph Bergmann, Norbert Kuhn |
| 2019 | FlAIRS | Similarity Measures for Case-Based Retrieval of Natural Language Argument Graphs in Argumentation Machines. | Ralph Bergmann, Mirko Lenz, Stefan Ollinger, Maximilian Pfister |
| 2019 | ICCBR | ProCAKE: A Process-Oriented Case-Based Reasoning Framework. | Ralph Bergmann, Lisa Grumbach, Lukas Malburg, Christian Zeyen |
| 2019 | ICCBR | Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning. | Patrick Klein, Lukas Malburg, Ralph Bergmann |
| 2019 | ICCBR | Semantic Textual Similarity Measures for Case-Based Retrieval of Argument Graphs. | Mirko Lenz, Stefan Ollinger, Premtim Sahitaj, Ralph Bergmann |
| 2019 | ICCBR | Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning. | Christian Zeyen, Lukas Malburg, Ralph Bergmann |
| 2019 | ICINCO | Generation of Complex Data for AI-based Predictive Maintenance Research with a Physical Factory Model. | Patrick Klein, Ralph Bergmann |
| 2019 | KI | Clustering of Argument Graphs Using Semantic Similarity Measures. | Karsten Block, Simon Trumm, Premtim Sahitaj, Stefan Ollinger, Ralph Bergmann |
| 2018 | ICCBR | Considering Nutrients During the Generation of Recipes by Process-Oriented Case-Based Reasoning. | Christian Zeyen, Maximilian Hoffmann, Gilbert Mller, Ralph Bergmann |
| 2018 | IJCAI | A Conversational Approach to Process-oriented Case-based Reasoning. | Christian Zeyen, Gilbert Mller, Ralph Bergmann |
| 2017 | BPM | Semantically-Oriented Business Process Visualization for a Data and Constraint-Based Workflow Approach. | Eric Rietzke, Ralph Bergmann, Norbert Kuhn |
| 2017 | ICCBR | Project EVER: Extraction and Processing of Procedural Experience Knowledge in Workflows. | Ralph Bergmann, Mirjam Minor, Gilbert Mller, Pol Schumacher |
| 2017 | ICCBR | Cooking Made Easy: On a Novel Approach to Complexity-Aware Recipe Generation. | Gilbert Mller, Ralph Bergmann |
| 2017 | ICCBR | Conversational Process-Oriented Case-Based Reasoning. | Christian Zeyen, Gilbert Mller, Ralph Bergmann |
| 2017 | ICCBR | Conversational Retrieval of Cooking Recipes. | Christian Zeyen, Gilbert Mller, Ralph Bergmann |
| 2017 | KI | Complexity-Aware Generation of Workflows by Process-Oriented Case-Based Reasoning. | Gilbert Mller, Ralph Bergmann |
| 2017 | SGAI | Using Constraint Satisfaction Problem Solving to Enable Workflow Flexibility by Deviation (Best Technical Paper). | Lisa Grumbach, Ralph Bergmann |
| 2016 | FlAIRS | Retrieving Adaptable Cases in Process-Oriented Case-Based Reasoning. | Ralph Bergmann, Gilbert Mller, Christian Zeyen, Jens Manderscheid |
| 2016 | ICCBR | On the Transferability of Process-Oriented Cases. | Mirjam Minor, Ralph Bergmann, Jan-Martin Mller, Alexander Spt |
| 2016 | ICCBR | Case Completion of Workflows for Process-Oriented Case-Based Reasoning. | Gilbert Mller, Ralph Bergmann |
| 2015 | FlAIRS | Generalization of Workflows in Process-Oriented Case-Based Reasoning. | Gilbert Mller, Ralph Bergmann |
| 2015 | ICCBR | Learning and Applying Adaptation Operators in Process-Oriented Case-Based Reasoning. | Gilbert Mller, Ralph Bergmann |
| 2015 | ICCBR | CookingCAKE: A Framework for the Adaptation of Cooking Recipes Represented as Workflows. | Gilbert Mller, Ralph Bergmann |
| 2014 | ECAI | A Cluster-Based Approach to Improve Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning. | Gilbert Mller, Ralph Bergmann |
| 2014 | Group | The Collaborative Agile Knowledge Engine CAKE. | Ralph Bergmann, Sarah Gessinger, Sebastian Grg, Gilbert Mller |
| 2014 | ICCBR | A Hybrid CBR-ANN Approach to the Appraisal of Internet Domain Names. | Sebastian Dieterle, Ralph Bergmann |
| 2014 | ICCBR | Workflow Streams: A Means for Compositional Adaptation in Process-Oriented CBR. | Gilbert Mller, Ralph Bergmann |
| 2013 | CLOSER | A Resource Model for Cloud-based Workflow Management Systems - Enabling Access Control, Collaboration and Reuse. | Sebastian Grg, Ralph Bergmann, Sarah Gessinger, Mirjam Minor |
| 2013 | FlAIRS | MAC/FAC Retrieval of Semantic Workflows. | Ralph Bergmann, Alexander Stromer |
| 2013 | KI | Workflow Clustering Using Semantic Similarity Measures. | Ralph Bergmann, Gilbert Mller, Daniel Wittkowsky |
| 2012 | ICCBR | Case-Based Appraisal of Internet Domains. | Sebastian Dieterle, Ralph Bergmann |
| 2012 | WWW | Collecting, reusing and executing private workflows on social network platforms. | Sebastian Grg, Ralph Bergmann, Mirjam Minor, Sarah Gessinger, Siblee Islam |
| 2012 | WWW | Extraction of procedural knowledge from the web: a comparison of two workflow extraction approaches. | Pol Schumacher, Mirjam Minor, Kirstin Walter, Ralph Bergmann |
| 2011 | ICCBR | Retrieval of Semantic Workflows with Knowledge Intensive Similarity Measures. | Ralph Bergmann, Yolanda Gil |
| 2010 | ICCBR | Towards Case-Based Adaptation of Workflows. | Mirjam Minor, Ralph Bergmann, Sebastian Grg, Kirstin Walter |
| 2009 | FlAIRS | Improving KD-Tree Based Retrieval for Attribute Dependent Generalized Cases. | Ralph Bergmann, Alexander Tartakovski |
| 2007 | ICCBR | Representation and Structure-Based Similarity Assessment for Agile Workflows. | Mirjam Minor, Alexander Tartakovski, Ralph Bergmann |
| 2007 | WETICE | Structural Adaptation of Workflows Supported by a Suspension Mechanism stand by Case-Based Reasoning. | Mirjam Minor, Daniel Schmalen, Andreas Koldehoff, Ralph Bergmann |
| 2006 | WETICE | Flexible Workflows for Digital Design in the Nano Era. | Mirjam Minor, Andreas Koldehoff, Daniel Schmalen, Ralph Bergmann |
| 2005 | ICCBR | Retrieval and Configuration of Life Insurance Policies. | Alexander Tartakovski, Martin Schaaf, Ralph Bergmann |
| 2003 | ICCBR | An Investigation of Generalized Cases. | Kerstin Maximini, Rainer Maximini, Ralph Bergmann |
| 2003 | ICCBR | Diversity-Conscious Retrieval from Generalized Cases: A Branch and Bound Algorithm. | Babak Mougouie, Michael M. Richter, Ralph Bergmann |
| 2003 | ICCBR | A Knowledge Representation Format for Virtual IP Marketplaces. | Martin Schaaf, Andrea Fremann, Marco A. Spinelli, Rainer Maximini, Ralph Bergmann |
| 2002 | CBMS | A Framework for Radiological Assistant Systems. | Dirk Krechel, Ralph Bergmann, Kerstin Maximini, Aldo von Wangenheim |
| 2001 | ICCBR | Highlights of the European INRECA Projects. | Ralph Bergmann |
| 2001 | ICCBR | A Similarity-Based Approach to Attribute Selection in User-Adaptive Sales Dialogs. | Andreas Kohlmaier, Sascha Schmitt, Ralph Bergmann |
| 1999 | KI | Generalized Cases: Representation and Steps Towards Efficient Similarity Assessment. | Ralph Bergmann, Ivo Vollrath |
| 1998 | ECAI | Towards a New Formal Model of Transformational Adaptation in Case-Based Reasoning. | Ralph Bergmann, Wolfgang Wilke |
| 1998 | ICCBR | Methodology for Building CBR Applications. | Ralph Bergmann, Klaus-Dieter Althoff |
| 1998 | ICCBR | CBR Applied to Planning. | Ralph Bergmann, Hector Muoz-Avila, Manuela M. Veloso, Erica Melis |
| 1997 | ICCBR | Using Software Process Modeling for Building a Case-Based Reasoning Methodology: Basis Approach and Case Study. | Ralph Bergmann, Wolfgang Wilke, Jrgen Schumacher |
| 1992 | KI | Learning Plan Abstractions. | Ralph Bergmann |
| 1991 | KI | Using Integrated Knowledge Acquisition to Prepare Sophisticated Expert Plans for Their Re-Use in Novel Situations. | Franz Schmalhofer, Ralph Bergmann, Otto Khn, Gabriele Schmidt |