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DavidZWZ committed Aug 11, 2024
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# Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation

Pytorch Implementation for CIKM 2024 Full Research Track Paper:
> **[Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation](https://github.com/DavidZWZ/LightGODE).**
> **[Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation](https://arxiv.org/abs/2407.18910).**
> 33rd ACM International Conference on Information and Knowledge , CIKM 2024 <br>
> Weizhi Zhang, Liangwei Yang, Zihe Song, Henry Peng Zou, Ke Xu, Liancheng Fang, Philip S. Yu <br>
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python run_recbole.py -m LightGODE -d gowalla -t 3 -g 10 -w 0
```

## Citation
If you find this repository helpful, please kindly consider citing our paper

```bibtex
@article{zhang2024we,
title={Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation},
author={Zhang, Weizhi and Yang, Liangwei and Song, Zihe and Zou, Henry Peng and Xu, Ke and Fang, Liancheng and Yu, Philip S},
journal={arXiv preprint arXiv:2407.18910},
year={2024}
}
```

## Acknowledgement
The structure of this repo is built based on [RecBole](https://github.com/RUCAIBox/RecBole). Thanks for their great work.

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