-This project proposes the Design-on-Graph method, which is an intelligent design framework for manufacturing systems based on GraphRAG . It utilizes a Large Language Model (LLM) to efficiently manage ...

A fast, accurate, and modularized dimensionality reduction approach based on diffusion harmonics and graph layouts. Escalates to millions of samples on a personal laptop. Adds high-dimensional big ...

Abstract: For the front-end graph layout visualization of large-scale relational data, an Echarts-based visual graph layout scheme is proposed to address the challenges, including node congestion, ...

The code snippet demonstrates the basic usage of the viewer. using System; using System.Collections.Generic; using System.Windows.Forms; class ViewerSample { public static void Main() { //create a ...

Abstract: Many existing studies employ graph neural networks (GNNs) to aggregate information from neighboring nodes and learn node embeddings in a low-dimensional space, aiming to produce layouts that ...