GDS Agent for Advanced Graph Algorithmic Reasoning

Session track: Data Intelligence

Session time: 04:00 pm - 04:30 pm UTC November 12

Session description:

Frontier LLMs and agents excel at question answering, reasoning and coding tasks. When equipped with the Graph Data Science (GDS) library via tools, they can execute graph algorithms. However, this alone does not make the agent an autonomous graph data scientist. In this session, we will present how a GDS agent is able to solve graph reasoning tasks that would have required weeks of effort, beyond simple Q&A. This gives users an actual graph data scientist to collaborate with. We will walk through how it's built and highlight benchmark results, discuss key challenges and future opportunities for the community. The agent is open-sourced can be used off the shelf with any Neo4j database.