Abstract: As a promising strategy to achieve generalizable graph learning tasks, graph invariant learning emphasizes identifying invariant subgraphs for stable predictions on biased unknown ...

Ferrari owns a rare economic moat in the automotive industry. Ferrari's operating cash flow to sales is sky-high compared to rivals. Ferrari's ROIC suggests the company is great at creating value for ...

Abstract: This paper proposes a subgraph-aware classification framework that integrates efficient frequent subgraph mining with graph neural networks (GNNs) to address the limitations of existing GNNs ...

In this tutorial, we explore how to leverage the PyBEL ecosystem to construct and analyze rich biological knowledge graphs directly within Google Colab. We begin by installing all necessary packages, ...

Hey guys, I'm using a self-deployed graph-node connected to a custom chain. All works well, but its running out of storage quickly and I suspect there might be unused subgraph data. When I run graph ...

In this tutorial, we provide a practical guide for implementing LangGraph, a streamlined, graph-based AI orchestration framework, integrated seamlessly with Anthropic’s Claude API. Through detailed, ...

Here’s a scary scenario: You’ve been put in charge of air traffic control at Newark airport near New York. You need to make sure every plane can taxi between the runway and its gate without hitting ...

Understanding statistics and data sets can sometimes be challenging, especially because it’s hard to visualize data changes in your head and analyze them effectively. That’s where Line Graphs become ...

AUSTIN, Texas--(BUSINESS WIRE)--Valkyrie, a leading applied sciences lab, announces a groundbreaking achievement in space technology: the launch of the first-ever knowledge graph database beyond Earth ...

Changes to a key funding formula will reduce research grants at hospitals and universities by billions — and may discourage future research. By Emily Badger, Aatish Bhatia, Irineo Cabreros, Eli Murray ...

Knowledge graphs have existed for a long time and have proven valuable across social media sites, cultural heritage institutions, and other enterprises. A knowledge graph is a collection of ...