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update images
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@DavidZWZ
DavidZWZ committed Jul 22, 2024
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Expand Up @@ -5,12 +5,14 @@ Pytorch Implementation for CIKM 2024 Full Research Track Paper:
> 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>
## Investigation: Do We Really Need Graph Convolution During Training?
<p align="center">
<img src="Images/Prelim.png" alt="Investigation of Role of Graph Convolution" width="33%">
<img src="Images/BFS-DFS.png" alt="BFS (GCN) vs DFS (MF) perspective" width="33%"/>
<img src="Images/Trade-off.png" alt="The Embedding Discrepancy Issue" width="33%"/>
<img src="Images/Prelim.png" alt="Investigation of Role of Graph Convolution" width="300">
<img src="Images/BFS-DFS.png" alt="BFS (GCN) vs DFS (MF) perspective" width="300"/>
<img src="Images/Trade-off.png" alt="The Embedding Discrepancy Issue" width="300"/>
</p>

## Proposed Solution: Light Post-Training Graph-ODE for Efficient Recommendation.
![Framework](Images/Framework.png)

## Set up:
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