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Detecting Beneficial Feature Interactions for Recommender Systems, AAAI 2021

License: MIT License

Python 100.00%
recommender-systems feature-interactions information-bottleneck-theory graph-neural-networks l0-regularization aaai2021

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sign-detecting-beneficial-feature-interactions-for-recommender-systems's Issues

Experimental setup for comparison with your work

Dear researchers,
I read your paper and it is so interesting. However, I would try to reproduce your experiments and I have on question: I run your code but just achieve the results(auc:0.8942, acc:0.8855 on movie-tags) with 300 epochs, i want to know how to achieve the experiment data in your paper.

Thank you very much,
wangzhen38

linkpred模块代码含义

请问LinkPred类的forward函数中的torch.log2()函数和
s = torch.sigmoid(sum_log/self.temp)
s = s * (self.inter_max - self.inter_min) + self.inter_min
到底是干什么用的呢?

run of input

When I follow the "read me" in code, it turns out with "run out of input". How can I deal with it?

分类问题也是用MSE_loss吗?

  1. 从论文以及代码上看,分类问题也是用MSE_loss,请问我理解的对吗,如果是的话,为什么要这样用呢?

  2. 边的权重f_ep,我理解通过L0近似方法得到的是 0 <= s <=1,为什么case study里有负的权重呢?

谢谢~

frappe.dataset

请问processed文件里的frappe.dataset是空的吗 它有什么作用

Experimental setup for comparison with baseline

This is an interesting work. When I realized the baseline of Frappe data set, I found that the evaluation metrics were better than those reported in this paper. I want to know whether your baseline hyperparameter setting is consistent with the model proposed in this paper or whether grid search is the best.

运行代码时的两个小问题

  1. 根据SIGN_main.py,应该将命令行中的参数predict_edge修改为pred_edges
  2. 需要在processed/frappe/目录下,新建一个空的frappe.dataset文件;

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