Dr. Pavel Sulimov
Dr. Pavel Sulimov
ZHAW
School of Engineering
Forschungsschwerpunkt Intelligent Information Systems
Obere Kirchgasse 2 / Steinberggasse 12/14
8400 Winterthur
Projects
- AI4Flex.Data: AI-Driven Cross-Engine Optimization of Concurrent Workloads (SNF) / Team member / ongoing
- QML – Quantum Machine Learning / Team member / ongoing
- DataGEMS - Data Discovery Platform with Generalized Exploratory, Management, and Search Capabilities (Horizon Europe) / Team member / ongoing
- GraphQueryML – Using Machine Learning to Optimize Queries in Graph Databases (SNSF/DFG) / Team member / completed
Publications
Articles in scientific journal, peer-reviewed
Lehmann, C., Sulimov, P., & Stockinger, K. (2024). Is your learned query optimizer behaving as you expect? : a machine learning perspective. Proceedings of the VLDB Endowment, 17(7), 1565–1577. https://doi.org/10.14778/3654621.3654625
Written conference contributions, peer-reviewed
- Sulimov, P., Lehmann, C., & Stockinger, K. (2025). GenJoin : conditional generative plan-to-plan query optimizer that learns from subplan hints [Conference paper]. Proceedings of the ACM on Management of Data, 3(4), 247. https://doi.org/10.1145/3749165
- Kittelmann, F., Sulimov, P., & Stockinger, K. (2024, June). QardEst : using quantum machine learning for cardinality estimation of join queries. 1st Workshop on Quantum Computing and Quantum-Inspired Technology for Data-Intensive Systems and Applications (Q-Data), ACM SIGMOD/PODS 2024, Santiago, Chile, 9 June 2024. https://doi.org/10.21256/zhaw-30917