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sociallgn's Introduction

SocialLGN

This is an implemention for our Information Sciences paper based on Pytorch

SocialLGN: Light Graph Convolution Network for Social Recommendation

by Jie Liao, Wei Zhou, Fengji Luo, Junhao Wen, Min Gao, Xiuhua Li, Jun Zeng

Dataset

We provide two datasets: LastFM and Ciao.

Example to run the codes

  1. Environment: I have tested this code with python3.8 Pytorch=1.7.1 CUDA=11.0

  2. Run SocialLGN

    python main.py --model=SocialLGN --dataset=lastfm --decay=1e-4 --lr=0.001 --layer=3 --seed=2020 --topks="[10,20]" --recdim=64 --bpr_batch=2048

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