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models_architectures

TorchDrug provides a comprehensive collection of pre-built model architectures for various graph-based learning tasks. This reference catalogs all available models with their characteristics, use cases, and implementation details.

  • Skills
  • Scientific
  • 1

What it does and how to use it

A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/models-architectures && curl -fsSL https://doutorai.pt/data/lib/skills__models-architectures.md -o .claude/skills/models-architectures/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Models and Architectures

## Overview

TorchDrug provides a comprehensive collection of pre-built model architectures for various graph-based learning tasks. This reference catalogs all available models with their characteristics, use cases, and implementation details.

## Graph Neural Networks

### GCN (Graph Convolutional Network)

**Type:** Spatial message passing
**Paper:** Semi-Supervised Classification with Graph Convolutional Networks (Kipf & Welling, 2017)

**Characteristics:**
- Simple and efficient aggregation
- Normalized adjacency matrix convolution
- Works well for homophilic gr

- 🔒 Full content on the Pro plan (€7.99/month) -

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