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Posts tagged knowledge graph.

October 15, 2024 Taewoon Kim

Can the Transformer be viewed as a special case of a Graph Neural Network (GNN)?

A natural language text can be seen as a knowledge graph

In recent years, Transformers have dominated the field of natural language processing (NLP), while Graph Neural Networks (GNNs) have proven essential for tasks involving graph stru...

Can the Transformer be viewed as a special case of a Graph Neural Network (GNN)?
GNN transformer knowledge graph NLP
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August 21, 2024 Taewoon Kim

Training a GCN-based edge classifier

Exploring the challenges and strategies for effective edge classification with graph neural networks (GNNs)

In this post, I'll walk you through the process of training a Graph Convolutional Network (GCN) for edge classification, a common task in graph based machine learning applications....

Training a GCN-based edge classifier
knowledge graph machine learning deep learning gnn
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December 21, 2023 Taewoon Kim

A machine with human-like memory systems

Can machines think like us?

The project is the core of my PhD work. It was heavily inspired by the cognitive science theories, such as the ones from . It's about developing agents equipped with human like ext...

A machine with human-like memory systems
reinforcement learning AI human memory knowledge graph
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