Giter Club home page Giter Club logo

pipea's Introduction

Potential Isomorphism Propagation Entity Alignment

Paper for 2024

This is the code of PipEA introduced in our paper, which is based on PEEA encoder.

Datasets

The dataset can be unzipped by data.zip in your root.

  • ref_ent_ids: testing entity pairs;
  • triples_1: relation triples encoded by ids in source KG;
  • triples_2: relation triples encoded by ids in target KG;

Just run PIPEA.py for the results in our paper

The environment is provided in requirements.txt.

Update 2024.2.2: Large scale Dataset with special strategy

We also provide faster large-scale strategy for 100K and larger datasets. If you want to apply PipEA on large-scale KG, you can modify and run test.py

You can also apply 15K datasets based on the test.py, which only needs to generate embeddings firstly. The test.py will faster than original code.

Notably, the application on the large-scale KG need tf 2.x, which is different from original environment.

Our large scale environment is:

  • fbpca
  • tensorflow == 2.4.1
  • Python == 3.6.5

pipea's People

Contributors

wyy-code avatar

Stargazers

 avatar Jeff Carpenter avatar  avatar

Watchers

 avatar

pipea's Issues

Iterative strategy

Thank you for your interesting work. It seems that the iterative strategy mentioned in the experimental section is not implemented in the provided code. Could you please upload the implementation of this strategy? Thank you!

iterative strategy

Hello, after using your iterative strategy, the performance of my model has decreased, and I am unable to achieve the results mentioned in the paper. Could you please help me identify where the issue might be? I would greatly appreciate your assistance. Wishing you good health and success in your work.

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.