My research focuses on the maintenance and evolution of dynamic knowledge graphs and ontologies. I combine Semantic Web technologies with human-guided reinforcement learning to support reliable updates, reduce inconsistency, and improve data quality under change.
I am especially interested in evolving facts, schemas, and constraints; requirement-driven updates; and interactive decision support for graph maintenance. Part of my doctoral work also studies how to populate newly introduced ontology elements with minimal manual effort.