SummerGua / IPAKT

Accepted as an oral paper in PAKDD 2024.

Improving Knowledge Tracing via Considering Students' Interaction Patterns

Pytorch Implementation

Architecture

Usage

0. Put raw data here: ./data/raw/assist[09/12/17]/assist[09/12/17].csv

1. Use data/assist09-preprocess.ipynb to process data. Target format:

   user_id,skill_id,correct,ms_first_response,hint_count,difficulty
   70657,"8,8,3,3","0,0,0,0","63,24,63,24","0,0,0,0","0.84,0.66,0.84,0.66"
   

2. Save the processed data here: ./data/processed/assist[09/12/17]/assist[09/12/17]_processed.csv

3. Run: python main.py --dataset assist[09/12/17]