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lightgcn

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This is our implementation of ENMF: Efficient Neural Matrix Factorization (TOIS. 38, 2020). This also provides a fair evaluation of existing state-of-the-art recommendation models.

  • UpdatedJul 22, 2021
  • Python

The code repository for the paper: Peijie et al., Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering. IEEE TKDE, 2023.

  • UpdatedJul 24, 2024
  • Python

用pytorch 方法复现了二十多个经典的推荐算法论文,其中包含排序论文和推荐召回论文,并在demo里面选了一个召回模型和排序模型的运行示例。

  • UpdatedApr 11, 2023
  • Python

Source code for the RecSys 2024 paper "Revisiting LightGCN: Unexpected Inflexibility, Inconsistency, and A Remedy Towards Improved Recommendation."

  • UpdatedFeb 19, 2025
  • Python

A movie recommendation system utilizing a Graph Neural Network (GNN) framework implemented in Jupyter Notebook

  • UpdatedDec 12, 2024
  • Jupyter Notebook

RecSys Codes based on PyTorch

  • UpdatedMay 16, 2023
  • Python

Comparative Analysis of Recommender Systems on Goodreads Data: A study benchmarking SVD, SVAE, NGCF, and LightGCN models to understand their efficacy in book recommendation.

  • UpdatedFeb 1, 2024
  • Jupyter Notebook

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