CM-CD

Code for the NeurIPS'2024 paper "Towards Accurate and Fair Cognitive Diagnosis via Monotonic Data Augmentation".

Run

The code for the three backbone models hails from EduCDM (https://github.com/bigdata-ustc/EduCDM), and the three models that have incorporated our framework are CMIRT, CMMIRT, and CMNCDM. We have provided running examples for GDIRT (IRT) and CMIRT, which can be found in the examples/IRT/GD/IRT_a0910.ipynb and examples/IRT/CM/CMIRT_a0910.ipynb respectively, and can be executed sequentially as is.

BibTex

@inproceedings{zhang2024CMCD,
  title={Towards Accurate and Fair Cognitive Diagnosis via Monotonic Data Augmentation},
  author={Zheng Zhang, Wei Song, Qi Liu, Qingyang Mao, Yiyan Wang, Weibo Gao, Zhenya Huang, Shijin Wang, Enhong Chen},
  booktitle={Thirty-eight Conference on Neural Information Processing Systems},
  year={2024}
}