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16 Publications
2025 | Journal Article | LibreCat-ID: 54450 | 
Mindlin D, Beer F, Sieger LN, et al. Beyond One-Shot Explanations: A Systematic Literature Review of Dialogue-Based XAI Approaches. Artificial Intelligence Review. 2025;58(3). doi:10.1007/s10462-024-11007-7
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2024 | Conference Paper | LibreCat-ID: 54449 |
KOUAGOU NJ, Demir C, Zahera HMA, et al. Universal Knowledge Graph Embeddings. In: Companion Proceedings of the ACM on Web Conference 2024. ACM; 2024. doi:10.1145/3589335.3651978
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2024 | Preprint | LibreCat-ID: 54448 |
Köhler D, Heindorf S. Utilizing Description Logics for Global Explanations of Heterogeneous Graph Neural Networks. arXiv:240512654. Published online 2024.
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| arXiv
2024 | Conference Paper | LibreCat-ID: 52231 |
Blübaum L, Heindorf S. Causal Question Answering with Reinforcement Learning. In: The World Wide Web Conference (WWW). ACM; :2204–2215. doi:10.1145/3589334.3645610
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2024 | Conference Paper | LibreCat-ID: 56213 |
Sapkota R, Köhler D, Heindorf S. EDGE: Evaluation Framework for Logical vs. Subgraph Explanations for Node Classifiers on Knowledge Graphs. In: Proceedings of the 33rd ACM International Conference on Information and Knowledge Management (CIKM ’24),. ACM; 2024. doi: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. AutoCL: AutoML for Concept Learning. In: Communications in Computer and Information Science. Springer Nature Switzerland; 2024. doi:10.1007/978-3-031-63787-2_7
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2023 | Book Chapter | LibreCat-ID: 46460
Ngonga Ngomo A-C, Demir C, Kouagou NJ, Heindorf S, Karalis N, Bigerl A. Class Expression Learning with Multiple Representations. In: Compendium of Neurosymbolic Artificial Intelligence. IOS Press; 2023:272–286.
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2023 | Journal Article | LibreCat-ID: 46248 |
Demir C, Wiebesiek M, Lu R, Ngonga Ngomo A-C, Heindorf S. LitCQD: Multi-Hop Reasoning in Incomplete Knowledge Graphs with Numeric Literals. ECML PKDD. Published online 2023.
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2023 | Book Chapter | LibreCat-ID: 47421 |
Kouagou NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis in ALCHIQ(D). In: Machine Learning and Knowledge Discovery in Databases: Research Track. Springer Nature Switzerland; 2023. doi:10.1007/978-3-031-43421-1_12
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2023 | Preprint | LibreCat-ID: 37937 |
Sieger LN, Heindorf S, Blübaum L, Ngonga Ngomo A-C. Explaining ELH Concept Descriptions through Counterfactual Reasoning. arXiv:230105109. Published online 2023.
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| arXiv
2023 | Conference Paper | LibreCat-ID: 54612
KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis (Extended Abstract). In: NeSy 2023, 17th International Workshop on Neural-Symbolic Learning and Reasoning, Certosa Di Pontignano, Siena, Italy. CEUR-WS; 2023.
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2023 | Conference Paper | LibreCat-ID: 33734 |
KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis. In: Pesquita C, Jimenez-Ruiz E, McCusker J, et al., eds. The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023). Vol 13870. Springer International Publishing; 2023:209-226. doi:https://doi.org/10.1007/978-3-031-33455-9_13
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2023 | Conference Paper | LibreCat-ID: 46575 |
Baci A, Heindorf S. Accelerating Concept Learning via Sampling. In: CIKM. ; 2023:3733–3737. doi:10.1145/3583780.3615158
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2022 | Book Chapter | LibreCat-ID: 33740 |
KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Learning Concept Lengths Accelerates Concept Learning in ALC. In: The Semantic Web. Springer International Publishing; 2022. doi:10.1007/978-3-031-06981-9_14
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2022 | Conference Paper | LibreCat-ID: 34674 |
Sieger LN, Hermann J, Schomäcker A, et al. User Involvement in Training Smart Home Agents. In: International Conference on Human-Agent Interaction. ACM; 2022. doi:10.1145/3527188.3561914
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2022 | Conference Paper | LibreCat-ID: 33739 |
Bondarenko A, Wolska M, Heindorf S, et al. CausalQA: A Benchmark for Causal Question Answering. In: Proceedings of the 29th International Conference on Computational Linguistics. International Committee on Computational Linguistics; 2022:3296–3308.
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