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13 Publications


2025 | Journal Article | LibreCat-ID: 54450 | OA
Mindlin, D., Beer, F., Sieger, L. N., Heindorf, S., Cimiano, P., Esposito, E., & Ngonga Ngomo, A.-C. (2025). Beyond One-Shot Explanations: A Systematic Literature Review of Dialogue-Based XAI Approaches. Artificial Intelligence Review, 58(3), Article 81. https://doi.org/10.1007/s10462-024-11007-7
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2024 | Conference Paper | LibreCat-ID: 54449 | OA
KOUAGOU, N. J., Demir, C., Zahera, H. M. A., Wilke, A., Heindorf, S., Li, J., & Ngonga Ngomo, A.-C. (2024). Universal Knowledge Graph Embeddings. Companion Proceedings of the ACM on Web Conference 2024. Companion Proceedings of the ACM on Web Conference 2024, Singapore. https://doi.org/10.1145/3589335.3651978
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2024 | Preprint | LibreCat-ID: 54448 | OA
Köhler, D., & Heindorf, S. (2024). Utilizing Description Logics for Global Explanations of Heterogeneous  Graph Neural Networks. In arXiv:2405.12654.
LibreCat | Download (ext.) | arXiv
 

2024 | Conference Paper | LibreCat-ID: 52231 | OA
Blübaum, L., & Heindorf, S. (n.d.). Causal Question Answering with Reinforcement Learning. The World Wide Web Conference (WWW), 2204–2215. https://doi.org/10.1145/3589334.3645610
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2024 | Conference Paper | LibreCat-ID: 56213 | OA
Sapkota, R., Köhler, D., & Heindorf, S. (2024). EDGE: Evaluation Framework for Logical vs. Subgraph Explanations for Node Classifiers on Knowledge Graphs. Proceedings of the 33rd ACM International Conference on Information and Knowledge Management (CIKM ’24),. 33rd ACM International Conference on Information and Knowledge Management, Boise, Idaho, USA. https://doi.org/10.1145/3627673.3679904
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2024 | Book Chapter | LibreCat-ID: 56214
Li, J., Satheesh, S., Heindorf, S., Moussallem, D., Speck, R., & Ngonga Ngomo, A.-C. (2024). AutoCL: AutoML for Concept Learning. In Communications in Computer and Information Science. The 2nd World Conference on eXplainable Artificial Intelligence, Malta, Valletta. Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-63787-2_7
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2023 | Book Chapter | LibreCat-ID: 47421 | OA
Kouagou, N. J., Heindorf, S., Demir, C., & Ngonga Ngomo, A.-C. (2023). Neural Class Expression Synthesis in ALCHIQ(D). In Machine Learning and Knowledge Discovery in Databases: Research Track. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Turin. Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-43421-1_12
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2023 | Preprint | LibreCat-ID: 37937 | OA
Sieger, L. N., Heindorf, S., Blübaum, L., & Ngonga Ngomo, A.-C. (2023). Explaining ELH Concept Descriptions through Counterfactual Reasoning. In arXiv:2301.05109.
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2023 | Conference Paper | LibreCat-ID: 50797
Röder, M., Kuchelev, D., & Ngonga Ngomo, A.-C. (2023). A Topic Model for the Data Web. In F. Ortiz-Rodriguez, B. Villazón-Terrazas, S. Tiwari, & C. Bobed (Eds.), Knowledge Graphs and Semantic Web (pp. 183–198). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-47745-4_14
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2023 | Dissertation | LibreCat-ID: 54607
Röder, M. (2023). Automating the Discovery of Linking Candidates. Paderborn University. https://doi.org/10.17619/UNIPB/1-1666
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2023 | Conference Paper | LibreCat-ID: 54612
KOUAGOU, N. J., Heindorf, S., Demir, C., & Ngonga Ngomo, A.-C. (2023). Neural Class Expression Synthesis (Extended Abstract). NeSy 2023, 17th International Workshop on Neural-Symbolic Learning and Reasoning, Certosa Di Pontignano, Siena, Italy.
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2023 | Conference Paper | LibreCat-ID: 46575 | OA
Baci, A., & Heindorf, S. (2023). Accelerating Concept Learning via Sampling. CIKM, 3733–3737. https://doi.org/10.1145/3583780.3615158
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2022 | Conference Paper | LibreCat-ID: 34674 | OA
Sieger, L. N., Hermann, J., Schomäcker, A., Heindorf, S., Meske, C., Hey, C.-C., & Doğangün, A. (2022). User Involvement in Training Smart Home Agents. International Conference on Human-Agent Interaction. HAI ’22: International Conference on Human-Agent Interaction, Christchurch, New Zealand. https://doi.org/10.1145/3527188.3561914
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