Daria Stepanova is a lead research scientist at Bosch Center for Artificial Intelligence. Her research interests include neuro-symbolic AI, logic programming, as well as reasoning over knowledge graphs. Previously Daria was a senior researcher at Max Plank Institute for Informatics (Germany), where she was heading a group on Semantic Data. Daria got her PhD in Computational Logic from Vienna University of Technology (Austria) in 2015. Before starting her PhD she worked as a visiting researcher at the school of Computing Science at Newcastle University (UK) in an industrially-oriented project.
Nitisha Jain, Tran Kien Trung, Mohamed Gad-Elrab, Daria Stepanova> In Proceedings of International Semantic Web Conference (ISWC 2021), p. 410-426, 2021. [paper] |
Thomas Eiter, Tobias Geibinger, Nysret Musliu, Johannes Oetsch, Peter Skocovsky, Daria Stepanova> In Proceedings of International Conference on Principles of Knowledge Representation and Reasoning (KR 2021), p. 280-290, 2021. [paper] |
Medina Andresel, Csaba Domokos, Daria Stepanova, Trung-Kien Tran> On arxiv 2106.14052. [paper] |
Mohamed H. Gad-Elrab, Daria Stepanova, Trung-Kien Tran, Heike Adel> In Proceedings of International Semantic Web Conference (ISWC 2020) p. 218-237, 2020. [paper] |
Mohamed Gad-Elrab, Thinh Vinh Ho, Evgeny Levinkov, Tran Kien Trung, Daria Stepanova> In Proceedings of International Semantic Web Conference (ISWC 2020 posters), p. 281-286, 2020. [paper] |
Po-Wei Wang, Daria Stepanova, Csaba Domokos, Zico Kolter > In Proceedings of International Conference on Learning Representations, 2020. [paper] |
Sergey Paramonov, Daria Stepanova and Pauli Miettinen > In Journal on Theory and Practice of Logic Programming, p. 505-535, 2019. [paper] |
Mohamed Gad-Elrab, Daria Stepanova, Jacopo Urbani and Gerhard Weikum. In Proc. 2019 World Wide Web Conference (WWW 2019), p. 3516-3520, 2019. [paper] |
Mohamed Gad-Elrab, Daria Stepanova, Jacopo Urbani and Gerhard Weikum. In Proc. ACM International Conf. on Web Search and Data Mining,p. 87-95, 2019. [paper] |
Markus Krötzsch and Daria Stepanova In Lecture Notes in Computer Science, 2019. [proceedings|website] |
Anees Mehdi, Evgeny Kharlamov, Daria Stepanova, Felix Loesch and Irlan Grangel Gonzalez In ISWC Satellites, p. 303-304, 2019. [paper] |
Jannik Strötgen, Trung-Kien Tran, Annemarie Friedrich, Dragan Milchevski, Federico Tomazic, Anika Marusczyk, Heike Adel, Daria Stepanova, Felix Hildebrand and Evgeny Kharlamov In ISWC Satellites, p. 323-324, 2019. [paper] |
Thomas Pellissier Tanon, Daria Stepanova, Simon Razniewski, Paramita Mirza, Gerhard Weikum. In Proc. International Joint Conference on Artificial Intelligence (IJCAI 2018), p. 5339-5343, 2018. [paper] |
Martin Ringsquandl, Evgeny Kharlamov, Daria Stepanova, Marcel Hildebrandt, Steffen Lamparter, Raffaello Lepratti, Ian Horrocks, and Peer Kröger. In Proc. Extended Semantic Web Conference (ESWC 2018), p. 541-559, 2018. [paper] |
Thomas Pellissier Tanon, Daria Stepanova, Simon Razniewski, Paramita Mirza, Gerhard Weikum. In Proc. 16th International Semantic Web Conference (ISWC 2017), p. 507-525, 2017. [paper] (nominated for best student paper award) |
Martin Ringsquandl, Steffen Lamparter, Evgeny Kharlamov, Raffaello Lepratti, Daria Stepanova, Peer Kröger, and Ian Horrocks. In Proc. IEEE Big Data Conference 2017, 1676-1681, 2017. [paper] |
Francesca A. Lisi and Daria Stepanova. In Proc. 11th International Conference on Rules and Reasoning Systems (RR+Rule-ML 2017), to appear, 2017. [paper] (best poster award) |
Sergey Paramonov, Daria Stepanova, Pauli Miettinen. In Proc. 11th International Conference on Rules and Reasoning (RR+Rule-ML 2017), p. 199-214, 2017. [paper] |
Hai Dang Tran, Daria Stepanova, Mohamed Gad-elrab, Francesca A. Lisi, Gerhard Weikum. In Post-proc. 26th Inductive Logic Programming Conference (ILP 2016), p. 94-107, 2016. [paper |short paper |slides] |
Mohamed Gad-Elrab, Daria Stepanova, Jacopo Urbani, Gerhard Weikum. In Proc. 39th German Conference on Artificial Intelligence (KI 2016), p. 211-217, 2016. [paper] |
Mohamed Gad-Elrab, Daria Stepanova, Jacopo Urbani, Gerhard Weikum. In Proc. 15th International Semantic Web Conference (ISWC 2016), p. 234-251, 2016. [paper] |
Thomas Eiter, Michael Fink, Daria Stepanova. Journal of Artifitial Intelligence Research (JAIR), p. 463-515, 2016. [paper] |
Thomas Eiter, Michael Fink, Daria Stepanova. Journal of Artifitial Intelligence (JAI), p. 7-53, 2016. [paper] |
Giovambattista Ianni, Francesco Calimeri, Stefano Germano, Andreas Humenberger, Christoph Redl, Daria Stepanova, Andrea Tucci, and Anton Wimmer. Angry-HEX: an Artificial Player for Angry Birds Based on Declarative Knowledge Bases. IEEE Transactions on Computational Intelligence and AI in Games, p. 128-139, 2016. [paper] |
Thomas Eiter, Michael Fink, Daria Stepanova. In DL workshop, p. 169-180, 2014. [ paper] |
|
ExCut: Explainable Embedding-based Clustering over KGs |
|
ExFact: Explaining facts over Knowledge Graphs and Text |
|
RulES: Rule Learning from Knowledge Graphs with Embedding Support |
|
CARL: Completeness-aware Rule Learning from Knowledge Graphs |
|
Agent for playing AngryBirds game based on declarative programming |
|
Exception-enriched Rule Learning from Knowledge Graphs |
|
Repair of Inconsistent Description Logic programs |
Rule Induction and Reasoning in Knowledge GraphsOpen Data Science Conference, UK, November, 2019. [slides] |
Rule Induction and Reasoning in Knowledge GraphsReasoning Web Summer School, Luxembourg, September, 2018. [slides] |
Digital Knowledge: From Facts to Rules and BackTalk within Max Planck Lecture Series, Saarbrücken, Germany, May, 2017. [slides] |
Towards Nonmonotonic Rule Learning from Knowledge GraphsInductive Logic Programming Conference (ILP 2016), London, UK, September, 2016. [slides] |
Towards Practical Deletion Repair of Inconsistent DL-programsEuropean Conference on Artificial Intelligence (ECAI 2014), Prague, August, 2014. [slides] |
Towards Practical Deletion Repair of Inconsistent DL-programsDescription Logic Workshop, Vienna, Austria, July, 2014. [slides] |
Data Repair of Inconsistent DL-ProgramsInternation Joint Conference on Artificial Intelligence (IJCAI 2013), Beijing, China, August, 2013. [slides] |
Semantic Independence in DL-programsRules and Reasoning Systems Conference (RR 2012), Vienna, Austria, September, 2012. [slides] |
A Knowledge Base for Justified Information Security Decision-makingInternational Conference on Software and Data Technologies (ICSOFT 2009), Sofia, Bulgary, July, 2009. |
KRSW --- Knowledge Representation for the Semantic Web 2017-2018A master level course on Knowledge Representation for the Semantic Web course at Max Planck Institute for Informatics in winter semester 2018-2019. |
ODSC 2019, 2020, 2021, 2022 --- Rule Induction and Reasoning over Knowledge GrpahsA 1,5-hour tutorial at Open Data Science Conference |
RW 2018 --- Rule Induction and Reasoning over Knowledge GrpahsA 3-hour tutorial at a Reasoning Web summer school [slides]. |
Youmna Ismail (2021 - present)
Research area: Neuro-symbolic AI |
Mohamed Gad-Elrab (2015 - 2021)
Research areas: Information Extraction and Information Retrieval, Data Mining, Natural Language Processing Topic: Explainable Methods for Knowledge Graph Refinement and Exploration via Symbolic Reasoning [thesis] |
Vinh Thinh Ho
Research areas: natural language processing, information retrieval and data mining Topic: An Embedding-based Approach to Rule Learning from Knowledge Graphs [thesis] |
Hai Dang Tran
Research areas: knowledge representation and reasoning, rule learning Topic: Non-monotonic rule learning from knowledge graphs [thesis] |
Michael Pritz
Research areas: neuro-symbolic AI, computer vision Co-supervised with collaborators from TU Vienna and Nicole Finnie |
Zihang Peng
Research areas: natural language processing, knowledge graphs Topic: Learning Rules from Knowledge Graphs Guided by Embedding Models Co-supervised with Prof. Alessandra Russo and Dr. Heike Adel-Vu |
Hiba Arnaout
Co-supervised with Trung Kien Tran and Mohamed Gad-Elrab Research areas: Ontological reasoning, language models |
Vinh Thinh Ho
Co-supervised with Jannik Stroetgen and Dragan Michelski Research areas: Knowledge Graphs, Natural Language Processing, Information Retrieval Topic: Knowledge Graph Population with Quantity Facts |
Nitisha Jain
Co-supervised with Trung Kien Tran Research areas: Ontological Reasoning, Knowledge Graph Embeddings Topic: Improving Knowledge Graph Embeddings with Ontological Reasoning |
Sreyasi Nag Chowdhury
Co-supervised with Cory Henson Research areas: Commonsense knowledge graphs Topic: Commonsense Knowledge Graph for Automated Driving |
Medina Andresel
Co-supervised with Trung Kien Tran Research areas: Ontology Mediated Query Answering, Knowledge Graph Embeddings Topic: Neuro-symbolic Ontology-mediated Query Answering |
Peter Skocovsky
Internship within the collaboration between Bosch Center for AI and TU Vienna Research areas: Answer Set Programming Topic: Answer Set Programming for Industrial Scheduling |
Thomas Pellissier Tanon
Research areas: Knowledge Graphs, Natural Language Processing, Information Retrieval Topic: Completeness-aware Rule Learning from Knowledge Graphs |
Many thanks to David Jurgens for the site template/inspiration