However, GNN training and inference services, if deployed in the cloud, will raise critical privacy concerns about the information-rich and proprietary graph data (and the resulting model). While ...

Abstract: This article proposes an integration between a graph framework for circuit representation and a Graph neural network (GNN) model suitable for different machine learning (ML) applications.

Simple web interface to visualize temperature and humidity data from a CSV file. Users can upload a CSV log file and get a rendered graph using matplotlib directly in their browser.

pip install langgraph langchain_core We install two essential Python ... as nx import matplotlib.pyplot as plt from typing import TypedDict, List, Tuple, Dict, Any from langchain_core.messages import ...

Graph that downloads patent citation data from USPTO's PatentsView API on-demand and stores it locally in an SQL database (and in memory) for fast access later.