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From Knowledge Graphs to Neural Graph Databases: Data, Algorithms, and Applications

Talk on how we move from symbolic knowledge graphs to neural graph databases, and what this means for data, algorithms, and real-world applications.

From Knowledge Graphs to Neural Graph Databases: Data, Algorithms, and Applications

By Jiaxin

I am very happy to be invited to give a talk at the University of Edinburgh on February 27, 2026. The talk is about my research on building Neural Graph Databases (NGDBs) and how it can be used to power the next generation of reliable AI. I also included some of my recent research on Abductive Reasoning in Knowledge Graphs, and Unifying Deductive and Abductive Reasoning in Knowledge Graphs with Diffusion Models, Neural Graph Management (NGDBench) for benchmarking, and NGDB-Zoo for fast and effcient training of NGDBs.

Slides Link: [pdf]

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