Neuro-Symbolic AI
My Swiss knife for bridging neural networks and symbolic reasoning — five intertwined disciplines that shape my research and practice.
Identifying and linking records that refer to the same real-world entity across heterogeneous knowledge bases.
Translating natural language into structured queries over knowledge graphs.
Extracting structured knowledge from unstructured sources using neural methods grounded in symbolic representations.
Detecting and disambiguating named entities in text, linking them to knowledge graph resources.
Combining expert judgment with probabilistic reasoning over knowledge graphs for strategic foresight.
My journey across these disciplines over the years — each track is a thread I've kept pulling on, sometimes for decades.
