Coder Social home page Coder Social logo

apan's Introduction

APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph Embedding

Key words:

Graph Neural Network, Graph Embedding, Continuous-Time Dynamic Graph, Link Perdiction

Requirements:

pytorch>=1.5.0 DGL==0.5.2 numpy>=1.19 python >= 3.6

Dataset and Preprocessing

Download the public data

Download the datasets (eg. wikipedia and reddit) from here and store their csv files in a folder named data/. Note that the csv file should be renamed as wikipedia_raw.csv or reddit_raw.csv

Preprocess the data

Step 1. python preprocess/preprocess_csv.py --data wikipedia/reddit

Step 2. python preprocess/BuildDglGraph.py --data wikipedia/reddit

Model Training

python train.py -d wikipedia/reddit

General flags

Optional arguments are described in utils/args.py.

TODO

Cite us

Will be appeared at SIGMOD 2021

apan's People

Contributors

wangxuhongcn avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.