https://github.com/HFUT-LEC/EduStudio
[Frontiers of Computer Science 2025] EduStudio: towards a unified library for student cognitive modeling
https://github.com/HFUT-LEC/EduStudio
cognitive-diagnosis education-library knowledge-tracing
Last synced: 4 months ago
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[Frontiers of Computer Science 2025] EduStudio: towards a unified library for student cognitive modeling
- Host: GitHub
- URL: https://github.com/HFUT-LEC/EduStudio
- Owner: HFUT-LEC
- License: mit
- Created: 2023-06-17T08:16:28.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2026-01-06T07:47:17.000Z (5 months ago)
- Last Synced: 2026-01-14T12:05:08.124Z (5 months ago)
- Topics: cognitive-diagnosis, education-library, knowledge-tracing
- Language: Python
- Homepage: https://edustudio.ai
- Size: 1.45 MB
- Stars: 67
- Watchers: 2
- Forks: 21
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
---
EduStudio is a Unified Library for Student Cognitive Modeling including Cognitive Diagnosis(CD) and Knowledge Tracing(KT) based on Pytorch.
## Navigation
| Resource Name | Description |
| ------------------------------------------------------------ | ------------------------------------------------------------ |
| [Eco-Repository](https://github.com/HFUT-LEC/awesome-student-cognitive-modeling) | A repository containing resources about student cognitive modeling: [papers](https://github.com/HFUT-LEC/awesome-student-cognitive-modeling/tree/main/papers), [datasets](https://github.com/HFUT-LEC/awesome-student-cognitive-modeling/tree/main/datasets), [conferences&journals](https://github.com/HFUT-LEC/awesome-student-cognitive-modeling/tree/main/conferences%26journals) |
| [Eco-Leaderboard](https://leaderboard.edustudio.ai) | A leaderboard demonstrating performance of implemented models |
| [EduStudio Documentation](https://edustudio.readthedocs.io/) | The document for EduStudio usage |
| [Reference Table](https://edustudio.readthedocs.io/en/latest/user_guide/reference_table.html) | The reference table demonstrating the corresponding templates of each model |
## Description
EduStudio first decomposes the general algorithmic workflow into six steps: `configuration reading`, `data prepration`, `model implementation`, `training control`, `model evaluation`, and `Log Storage`. Subsequently, to enhance the `reusability` and `scalability` of each step, we extract the commonalities of each algorithm at each step into individual templates for templatization.
Figure: Overall Architecture of EduStudio
## Quick Start
Install `EduStudio`:
```bash
pip install -U edustudio
```
Example: Run `NCDM` model:
```python
from edustudio.quickstart import run_edustudio
run_edustudio(
dataset='FrcSub',
cfg_file_name=None,
traintpl_cfg_dict={
'cls': 'GeneralTrainTPL',
},
datatpl_cfg_dict={
'cls': 'CDInterExtendsQDataTPL'
},
modeltpl_cfg_dict={
'cls': 'NCDM',
},
evaltpl_cfg_dict={
'clses': ['PredictionEvalTPL', 'InterpretabilityEvalTPL'],
}
)
```
To find out which templates are used for a model, we can find in the [Reference Table](https://edustudio.readthedocs.io/en/latest/user_guide/reference_table.html)
## Citation
```
@article{Le WU:198342,
author = {Le WU, Xiangzhi CHEN, Fei LIU, Junsong XIE, Chenao XIA, Zhengtao TAN, Mi TIAN, Jinglong LI, Kun ZHANG, Defu LIAN, Richang HONG, Meng WANG},
title = {EduStudio: towards a unified library for student cognitive modeling},
publisher = {Front. Comput. Sci.},
year = {2025},
journal = {Frontiers of Computer Science},
volume = {19},
number = {8},
eid = {198342},
numpages = {0},
pages = {198342},
keywords = {open-source library;student cognitive modeling;intelligence education},
url = {https://journal.hep.com.cn/fcs/EN/abstract/article_47994.shtml},
doi = {10.1007/s11704-024-40372-3}
}
```
## License
EduStudio uses [MIT License](https://github.com/HFUT-LEC/EduStudio/blob/main/LICENSE).