Dr. Pavel Sulimov

Netzwerk

Mitglied in Netzwerken

LinkedIn

Projekte

• AI4Flex.Data: KI-gesteuerte Cross-Engine-Optimierung paralleler Workloads / Teammitglied / laufend
• DataGEMS - Data Discovery Platform with Generalized Exploratory, Management, and Search Capabilities (Horizon Europe) / Teammitglied / laufend
• GraphQueryML – Verwendung von maschinellem Lernen zur Optimierung von Abfragen in Graphdatenbanken (SNF/DFG) / Teammitglied / abgeschlossen

Publikationen

Beiträge in wissenschaftlicher Zeitschrift, 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

Schriftliche Konferenzbeiträge, 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

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