Giter Club home page Giter Club logo

dragon's Introduction

DRAGON

Pytorch implementation for "Enhancing Dyadic Relations with Homogeneous Graphs for Multimodal Recommendation" -ECAI'23 arxiv

Data

Data could be download from DropBox: Baby/Sports/Clothing

Run the code

  1. Download the data from the data link we provided above, then put the download data to the ./data folder
  2. Use conda env create -f dragon.yml to create the enviroment with correct dependencies
  3. Run generate-u-u-matrix.py on the dataset you want to generate the user co-occurrence graph
  4. Enter the src folder and run with python main.py -m DRAGON -d dataset_name

The parameters to reproduce the result in our paper

Datasets learning rate reg weight
Baby 0.0001 0.001
Sports 0.0001 0.001
Clothing 0.0001 0.1

Please consider to cite our paper if this model helps you, thanks:

@article{zhou2023enhancing,
  title={Enhancing Dyadic Relations with Homogeneous Graphs for Multimodal Recommendation},
  author={Zhou, Hongyu and Zhou, Xin and Shen, Zhiqi},
  journal={arXiv preprint arXiv:2301.12097},
  year={2023}
}

dragon's People

Contributors

hongyurain avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.