Understanding Transformers in Graph Neural Networks

Understanding Transformers in Graph Neural Networks

Click on the above“Visual Learning for Beginners”, select to add a star or “pin” Heavyweight insights delivered in real-time Author: Compiled by: ronghuaiyang Introduction The aim of this perspective is to build intuition behind the Transformer architecture in NLP and its connection to Graph Neural Networks. Engineer friends often ask me: “Graph deep learning” sounds … Read more

Essential Resources for Graph Neural Networks

Essential Resources for Graph Neural Networks

Resource Sharing Edited by: Rabbit Unknowingly, 2019 is about to pass Time flies, and you have accompanied us for another year This year We have compiled 33 papers and 165 news updates Prepared 46 paper interpretations Shared 38 pieces of technical content Held 6 sessions of AI Talking And organized 1 offline salon called “Graph … Read more

Overview of Generative Adversarial Networks (GAN) in Graph Networks

Overview of Generative Adversarial Networks (GAN) in Graph Networks

Background Introduction The main purpose of Graph Representation Learning (Graph Representation Learning, Network Embedding, Graph Embedding) is to map each node in the graph to a low-dimensional vector space, preserving the original structure and distance information of the graph. Intuitively, two points that are close together in the graph should also be close together in … Read more

Understanding GNN (Graph Neural Networks)

Understanding GNN (Graph Neural Networks)

This article will cover the essence of GNN、GNNprinciples、GNNapplications in three aspects, allowing you to understand Graph Neural Networks (GNN) in one article. Graph Neural Network (GNN) 1. The Essence of GNNEssence of GNN The definition of GNN:GNN, or Graph Neural Network, is a deep learning model based on graph structures, specifically designed to handle graph … Read more

Recent Advances in GraphRAG: KGRAG Approach with Divide and Conquer

Recent Advances in GraphRAG: KGRAG Approach with Divide and Conquer

Today is January 22, 2025, Wednesday, Beijing, sunny. Today is the Little New Year in the North, and the Spring Festival is approaching. This article continues to explore the progress of GraphRAG, specifically looking at the RAG scheme that directly uses KG, which is KG-RAG, provided that the KG is established. Some ideas are worth … Read more

Using PyTorch to Simulate Drug Interactions with HUAWEI Pangu Model

Using PyTorch to Simulate Drug Interactions with HUAWEI Pangu Model

## HUAWEI Pangu Model: From Weather Forecasting to New Drug Development Recently, the tech world has been buzzing with HUAWEI’s Pangu model making frequent appearances, predicting the weather one moment and working on new drug development the next. The Pangu model, as its name suggests, is indeed impressive. It is not a simple model but … Read more