Stefan Heindorf
Data Science Junior Research Group
Data Science / Heinz Nixdorf Institut
heindorf@uni-paderborn.deID
37 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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| Download (ext.)
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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| DOI
| Download (ext.)
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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| Download (ext.)
| 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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| DOI
| Download (ext.)
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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| DOI
| Download (ext.)
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
LibreCat
| DOI
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.
LibreCat
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.
LibreCat
| Files available
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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| Files available
| DOI
| Download (ext.)
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.
LibreCat
| Download (ext.)
| 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.
LibreCat
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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| DOI
| Download (ext.)
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
LibreCat
| Files available
| DOI
2022 | Conference Paper | LibreCat-ID: 33957
Deppe S, Brandt L, Brünninghaus M, Papenkordt J, Heindorf S, Tschirner-Vinke G. AI-Based Assistance System for Manufacturing. Published online 2022. doi:10.1109/ETFA52439.2022.9921520
LibreCat
| Files available
| DOI
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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| Files available
| DOI
| Download (ext.)
2022 | Conference Paper | LibreCat-ID: 29290 |

Heindorf S, Blübaum L, Düsterhus N, et al. EvoLearner: Learning Description Logics with Evolutionary Algorithms. In: WWW. ACM; 2022:818-828. doi:10.1145/3485447.3511925
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| DOI
| Download (ext.)
2022 | Journal Article | LibreCat-ID: 29851 |

Pestryakova S, Vollmers D, Sherif M, et al. CovidPubGraph: A FAIR Knowledge Graph of COVID-19 Publications. Scientific Data. Published online 2022. doi:10.1038/s41597-022-01298-2
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| DOI
| Download (ext.)
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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| Files available
| DOI
| Download (ext.)
2022 | Book Chapter | LibreCat-ID: 33738 |

Zahera HMA, Heindorf S, Balke S, et al. Tab2Onto: Unsupervised Semantification with Knowledge Graph Embeddings. In: The Semantic Web: ESWC 2022 Satellite Events. Springer International Publishing; 2022. doi:10.1007/978-3-031-11609-4_9
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| DOI
| Download (ext.)
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.
LibreCat
| Download (ext.)
2021 | Book Chapter | LibreCat-ID: 29292 |

Feldhans R, Wilke A, Heindorf S, et al. Drift Detection in Text Data with Document Embeddings. In: Intelligent Data Engineering and Automated Learning – IDEAL 2021. Springer International Publishing; 2021. doi:10.1007/978-3-030-91608-4_11
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| Files available
| DOI
| Download (ext.)
2021 | Conference Paper | LibreCat-ID: 29287 |

Demir C, Moussallem D, Heindorf S, Ngonga Ngomo A-C. Convolutional Hypercomplex Embeddings for Link Prediction. In: The 13th Asian Conference on Machine Learning, ACML 2021. ; 2021.
LibreCat
| Download (ext.)
| arXiv
2021 | Conference Paper | LibreCat-ID: 29294 |

Nickchen T, Heindorf S, Engels G. Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts. In: 2021 IEEE Winter Conference on Applications of Computer Vision (WACV). IEEE; 2021. doi:10.1109/wacv48630.2021.00204
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| DOI
| Download (ext.)
2021 | Patent | LibreCat-ID: 33733 |

Heindorf S. Automatically generating instructions from tutorials for search and user navigation. Published online 2021.
LibreCat
| Download (ext.)
2021 | Conference Paper | LibreCat-ID: 29291 |

Zahera HMA, Heindorf S, Ngonga Ngomo A-C. ASSET: A Semi-supervised Approach for Entity Typing in Knowledge Graphs. In: Proceedings of the 11th on Knowledge Capture Conference. ACM; 2021. doi:10.1145/3460210.3493563
LibreCat
| Files available
| DOI
| Download (ext.)
2020 | Conference Paper | LibreCat-ID: 20141 |

Heindorf S, Scholten Y, Wachsmuth H, Ngonga Ngomo A-C, Potthast M. CauseNet: Towards a Causality Graph Extracted from the Web. In: Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM 2020). ; 2020:3023-3030. doi:10.1145/3340531.3412763
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| DOI
| Download (ext.)
2019 | Conference Paper | LibreCat-ID: 7668 |

Heindorf S, Scholten Y, Engels G, Potthast M. Debiasing Vandalism Detection Models at Wikidata. In: WWW. ACM; 2019:670-680. doi:10.1145/3308558.3313507
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| Files available
| DOI
| Download (ext.)
2019 | Dissertation | LibreCat-ID: 15333
Heindorf S. Vandalism Detection in Crowdsourced Knowledge Bases. Universität Paderborn; 2019.
LibreCat
| Files available
2019 | Conference Paper | LibreCat-ID: 14568 |

Heindorf S, Scholten Y, Engels G, Potthast M. Debiasing Vandalism Detection Models at Wikidata (Extended Abstract). In: INFORMATIK. ; 2019:289-290. doi:10.18420/inf2019_48
LibreCat
| DOI
| Download (ext.)
2018 | Conference Paper | LibreCat-ID: 5831 |

Wolters D, Heindorf S, Kirchhoff J, Engels G. Semantic Data Mediator: Linking Services to Websites. In: Braubach L, Murillo JM, Kaviani N, et al., eds. Service-Oriented Computing -- ICSOC 2017 Workshops. Springer International Publishing; 2018:388-392. doi:10.1007/978-3-319-91764-1_36
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| DOI
| Download (ext.)
2017 | Conference Paper | LibreCat-ID: 5829 |

Wolters D, Heindorf S, Kirchhoff J, Engels G. Linking Services to Websites by Leveraging Semantic Data. In: Altintas I, Chen S, eds. 2017 IEEE International Conference on Web Services (ICWS). IEEE; 2017. doi:10.1109/icws.2017.80
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| DOI
| Download (ext.)
2017 | Conference Paper | LibreCat-ID: 6722 |

Heindorf S, Potthast M, Engels G, Stein B. Overview of the Wikidata Vandalism Detection Task at WSDM Cup 2017. In: WSDM Cup 2017 Notebook Papers. ; 2017.
LibreCat
| Download (ext.)
2017 | Conference Paper | LibreCat-ID: 6721 |

Heindorf S, Potthast M, Bast H, Buchhold B, Haussmann E. WSDM Cup 2017: Vandalism Detection and Triple Scoring. In: WSDM. ACM; 2017:827-828. doi:10.1145/3018661.3022762
LibreCat
| DOI
| Download (ext.)
2016 | Conference Paper | LibreCat-ID: 137 |

Heindorf S, Potthast M, Stein B, Engels G. Vandalism Detection in Wikidata. In: Proceedings of the 25th International Conference on Information and Knowledge Management (CIKM 2016). ; 2016:327--336. doi:10.1145/2983323.2983740
LibreCat
| Files available
| DOI
| Download (ext.)
2015 | Conference Paper | LibreCat-ID: 6719 |

Heindorf S, Potthast M, Stein B, Engels G. Towards Vandalism Detection in Knowledge Bases. In: SIGIR. ACM; 2015:831-834. doi:10.1145/2766462.2767804
LibreCat
| Files available
| DOI
| Download (ext.)
2012 | Conference Paper | LibreCat-ID: 6720
Böttcher S, Hartel R, Heindorf S. Optimized XPath evaluation for Schema-compressed XML data. In: ADC. Vol 124. {CRPIT}. Australian Computer Society; 2012:137-144.
LibreCat
37 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
LibreCat
| DOI
| Download (ext.)
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
LibreCat
| DOI
| Download (ext.)
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.
LibreCat
| Download (ext.)
| 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
LibreCat
| DOI
| Download (ext.)
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
LibreCat
| DOI
| Download (ext.)
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
LibreCat
| DOI
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.
LibreCat
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.
LibreCat
| Files available
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
LibreCat
| Files available
| DOI
| Download (ext.)
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.
LibreCat
| Download (ext.)
| 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.
LibreCat
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
LibreCat
| DOI
| Download (ext.)
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
LibreCat
| Files available
| DOI
2022 | Conference Paper | LibreCat-ID: 33957
Deppe S, Brandt L, Brünninghaus M, Papenkordt J, Heindorf S, Tschirner-Vinke G. AI-Based Assistance System for Manufacturing. Published online 2022. doi:10.1109/ETFA52439.2022.9921520
LibreCat
| Files available
| DOI
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
LibreCat
| Files available
| DOI
| Download (ext.)
2022 | Conference Paper | LibreCat-ID: 29290 |

Heindorf S, Blübaum L, Düsterhus N, et al. EvoLearner: Learning Description Logics with Evolutionary Algorithms. In: WWW. ACM; 2022:818-828. doi:10.1145/3485447.3511925
LibreCat
| DOI
| Download (ext.)
2022 | Journal Article | LibreCat-ID: 29851 |

Pestryakova S, Vollmers D, Sherif M, et al. CovidPubGraph: A FAIR Knowledge Graph of COVID-19 Publications. Scientific Data. Published online 2022. doi:10.1038/s41597-022-01298-2
LibreCat
| DOI
| Download (ext.)
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
LibreCat
| Files available
| DOI
| Download (ext.)
2022 | Book Chapter | LibreCat-ID: 33738 |

Zahera HMA, Heindorf S, Balke S, et al. Tab2Onto: Unsupervised Semantification with Knowledge Graph Embeddings. In: The Semantic Web: ESWC 2022 Satellite Events. Springer International Publishing; 2022. doi:10.1007/978-3-031-11609-4_9
LibreCat
| DOI
| Download (ext.)
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.
LibreCat
| Download (ext.)
2021 | Book Chapter | LibreCat-ID: 29292 |

Feldhans R, Wilke A, Heindorf S, et al. Drift Detection in Text Data with Document Embeddings. In: Intelligent Data Engineering and Automated Learning – IDEAL 2021. Springer International Publishing; 2021. doi:10.1007/978-3-030-91608-4_11
LibreCat
| Files available
| DOI
| Download (ext.)
2021 | Conference Paper | LibreCat-ID: 29287 |

Demir C, Moussallem D, Heindorf S, Ngonga Ngomo A-C. Convolutional Hypercomplex Embeddings for Link Prediction. In: The 13th Asian Conference on Machine Learning, ACML 2021. ; 2021.
LibreCat
| Download (ext.)
| arXiv
2021 | Conference Paper | LibreCat-ID: 29294 |

Nickchen T, Heindorf S, Engels G. Generating Physically Sound Training Data for Image Recognition of Additively Manufactured Parts. In: 2021 IEEE Winter Conference on Applications of Computer Vision (WACV). IEEE; 2021. doi:10.1109/wacv48630.2021.00204
LibreCat
| DOI
| Download (ext.)
2021 | Patent | LibreCat-ID: 33733 |

Heindorf S. Automatically generating instructions from tutorials for search and user navigation. Published online 2021.
LibreCat
| Download (ext.)
2021 | Conference Paper | LibreCat-ID: 29291 |

Zahera HMA, Heindorf S, Ngonga Ngomo A-C. ASSET: A Semi-supervised Approach for Entity Typing in Knowledge Graphs. In: Proceedings of the 11th on Knowledge Capture Conference. ACM; 2021. doi:10.1145/3460210.3493563
LibreCat
| Files available
| DOI
| Download (ext.)
2020 | Conference Paper | LibreCat-ID: 20141 |

Heindorf S, Scholten Y, Wachsmuth H, Ngonga Ngomo A-C, Potthast M. CauseNet: Towards a Causality Graph Extracted from the Web. In: Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM 2020). ; 2020:3023-3030. doi:10.1145/3340531.3412763
LibreCat
| DOI
| Download (ext.)
2019 | Conference Paper | LibreCat-ID: 7668 |

Heindorf S, Scholten Y, Engels G, Potthast M. Debiasing Vandalism Detection Models at Wikidata. In: WWW. ACM; 2019:670-680. doi:10.1145/3308558.3313507
LibreCat
| Files available
| DOI
| Download (ext.)
2019 | Dissertation | LibreCat-ID: 15333
Heindorf S. Vandalism Detection in Crowdsourced Knowledge Bases. Universität Paderborn; 2019.
LibreCat
| Files available
2019 | Conference Paper | LibreCat-ID: 14568 |

Heindorf S, Scholten Y, Engels G, Potthast M. Debiasing Vandalism Detection Models at Wikidata (Extended Abstract). In: INFORMATIK. ; 2019:289-290. doi:10.18420/inf2019_48
LibreCat
| DOI
| Download (ext.)
2018 | Conference Paper | LibreCat-ID: 5831 |

Wolters D, Heindorf S, Kirchhoff J, Engels G. Semantic Data Mediator: Linking Services to Websites. In: Braubach L, Murillo JM, Kaviani N, et al., eds. Service-Oriented Computing -- ICSOC 2017 Workshops. Springer International Publishing; 2018:388-392. doi:10.1007/978-3-319-91764-1_36
LibreCat
| DOI
| Download (ext.)
2017 | Conference Paper | LibreCat-ID: 5829 |

Wolters D, Heindorf S, Kirchhoff J, Engels G. Linking Services to Websites by Leveraging Semantic Data. In: Altintas I, Chen S, eds. 2017 IEEE International Conference on Web Services (ICWS). IEEE; 2017. doi:10.1109/icws.2017.80
LibreCat
| DOI
| Download (ext.)
2017 | Conference Paper | LibreCat-ID: 6722 |

Heindorf S, Potthast M, Engels G, Stein B. Overview of the Wikidata Vandalism Detection Task at WSDM Cup 2017. In: WSDM Cup 2017 Notebook Papers. ; 2017.
LibreCat
| Download (ext.)
2017 | Conference Paper | LibreCat-ID: 6721 |

Heindorf S, Potthast M, Bast H, Buchhold B, Haussmann E. WSDM Cup 2017: Vandalism Detection and Triple Scoring. In: WSDM. ACM; 2017:827-828. doi:10.1145/3018661.3022762
LibreCat
| DOI
| Download (ext.)
2016 | Conference Paper | LibreCat-ID: 137 |

Heindorf S, Potthast M, Stein B, Engels G. Vandalism Detection in Wikidata. In: Proceedings of the 25th International Conference on Information and Knowledge Management (CIKM 2016). ; 2016:327--336. doi:10.1145/2983323.2983740
LibreCat
| Files available
| DOI
| Download (ext.)
2015 | Conference Paper | LibreCat-ID: 6719 |

Heindorf S, Potthast M, Stein B, Engels G. Towards Vandalism Detection in Knowledge Bases. In: SIGIR. ACM; 2015:831-834. doi:10.1145/2766462.2767804
LibreCat
| Files available
| DOI
| Download (ext.)
2012 | Conference Paper | LibreCat-ID: 6720
Böttcher S, Hartel R, Heindorf S. Optimized XPath evaluation for Schema-compressed XML data. In: ADC. Vol 124. {CRPIT}. Australian Computer Society; 2012:137-144.
LibreCat