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Eulerian Melodies: Graph Algorithms for Music Composition

composers are known to reuse motifs (i.e., characteristic note progressions or melodic fragments) across their works. For instance, famous Hollywood composers corresponding to John Williams (, , ) and Hans Zimmer (, ,...

No Peeking Ahead: Time-Aware Graph Fraud Detection

In my last article , I threw out a number of ideas centered around constructing structured graphs, mainly focused on descriptive or unsupervised exploration of information through graph structures. Nevertheless, once we use graph...

Stopping Context Overload: Controlled Neo4j MCP Cypher Responses for LLMs

models connected to your Neo4j graph gain incredible flexibility: they'll generate any Cypher queries through the Neo4j MCP Cypher server. This makes it possible to dynamically generate complex queries, explore database structure, and...

How Computers “See” Molecules

a pc, Edvard Munch’s  is nothing greater than a grid of pixel values. It has no sense of why swirling lines in a twilight sky convey the agony of a scream. That’s because...

Government Funding Graph RAG

, I present my latest open-source project — Government Funding Graph. The inspiration for this project got here from a desire to make higher tooling for grant writing, namely to suggest research topics, funding bodies,...

Graph Neural Networks Part 3: How GraphSAGE Handles Changing Graph Structure

parts of this series, we checked out Graph Convolutional Networks (GCNs) and Graph Attention Networks (GATs). Each architectures work effective, but additionally they have some limitations! A giant one is that for big...

When Graph AI Meets Generative AI: A Recent Era in Scientific Discovery

Lately, artificial intelligence (AI) has emerged as a key tool in scientific discovery, opening up recent avenues for research and accelerating the pace of innovation. Amongst the varied AI technologies, Graph AI and Generative...

The right way to Query a Knowledge Graph with LLMs Using gRAG

Google, Microsoft, LinkedIn, and plenty of more tech corporations are using Graph RAG. Why? Let’s understand it by constructing one from scratch.You could not understand it, but you’ve been interacting with Knowledge Graphs (KGs)...

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