Message Passing

From Nodes to Knowledge: Heterogeneous Message Passing in PyTorch Geometric

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From Nodes to Knowledge: Heterogeneous Message Passing in PyTorch Geometric

Source: DeepHub IMBA This article is approximately 2600 words long and is suggested to be read in 8 minutes. This article will delve into heterogeneous GNNs, which can handle different types of nodes and their unique features. Graph Neural Networks (GNNs) are powerful tools for predicting the behavior of complex systems, such as social networks, … Read more

Differences and Connections Between GCN and Self-Attention

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Differences and Connections Between GCN and Self-Attention

Follow the official account “ML_NLP“ and set it as a “starred“, delivering heavy content to you in real time! Produced by Machine Learning Algorithms and Natural Language Processing @Original Column Author of the Official Account Guohao School | PhD Student in Computer Science at King Abdullah University of Science and Technology Let me also share … Read more

Summary of Mathematical Principles Behind Graph Neural Networks

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Summary of Mathematical Principles Behind Graph Neural Networks

This article provides a detailed overview and explanation of popular Graph Neural Networks (GNNs) and their mathematical nuances. The underlying idea of graph deep learning is to learn the structural and spatial features of graphs with nodes and edges, where these nodes and edges represent entities and their interactions. >>> Original Link: https://rish-16.github.io/posts/gnn-math/ Graph Deep … Read more

Differences and Connections Between Self-Attention Mechanism and Fully Connected Graph Convolutional Networks (GCN)

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Differences and Connections Between Self-Attention Mechanism and Fully Connected Graph Convolutional Networks (GCN)

Click on the "Xiaobai Learns Vision" above, select "Star" or "Pin" Heavy content delivered first This article is compiled from Zhihu Q&A, used for academic sharing only, copyright belongs to the author. If there is any infringement, please contact the backend for deletion. Viewpoint One Author | Guohao Li https://www.zhihu.com/question/366088445/answer/1023290162 Let’s talk about my understanding. … Read more