Experiments codes for the paper:
Dugang Liu, Pengxiang Cheng, Zinan Lin, Jinwei Luo, Zhenhua Dong, Xiuqiang He, Weike Pan and Zhong Ming. KDCRec: Knowledge Distillation for Counterfactual Recommendation via Uniform Data. Submit to TKDE.
This work is an extension of our SIGIR 2020 paper. The new contents we have added include:
- We have developed four new strategies to improve and supplement the original strategy.
- We have included new experimental results and associated analyses, including the evaluation and analysis of new strategies, and the performance trends of the proposed framework on some key factors.
- We have added more related work and discussions, as well as a formal problem definition.
- We have made many improvements throughout the whole paper.
- You can reproduce the experimental results of the paper by simply running
reproduce_paper_results.py. - If you want to try to perform the complete experiment process, please refer to the
USAGE.txtfile.
If you have any issues or ideas, feel free to contact us (dugang.ldg@gmail.com).