Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory

26 April 2019

Papers citing "Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory"

14 / 14 papers shown

Title
LLM-driven Effective Knowledge Tracing by Integrating Dual-channel Difficulty Jiahui Cen Jianghao Lin Weizhong Xuan Dong-ping Zhou Jianfei Chen Aimin Yang Yue Zhou AI4Ed 89 0 0 27 Feb 2025
Generative Adversarial Networks for High-Dimensional Item Factor Analysis: A Deep Adversarial Learning Algorithm Nanyu Luo Feng Ji DRL 41 0 0 15 Feb 2025
Sparse Binary Representation Learning for Knowledge Tracing Yahya Badran Christine Preisach 49 0 0 20 Jan 2025
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 52 1 0 02 Oct 2024
Enhancing Deep Knowledge Tracing with Auxiliary Tasks Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Boyu Gao Weiqing Luo Jian Weng AI4Ed 30 45 0 14 Feb 2023
Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations Jiahao Chen Zitao Liu Shuyan Huang Qiongqiong Liu Weiqing Luo AI4Ed 30 41 0 14 Feb 2023
simpleKT: A Simple But Tough-to-Beat Baseline for Knowledge Tracing Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Weiqing Luo AI4Ed 21 38 0 14 Feb 2023
Transition-Aware Multi-Activity Knowledge Tracing Siqian Zhao Chunpai Wang Shaghayegh Sherry Sahebi AI4Ed 19 5 0 26 Jan 2023
Interpreting Deep Knowledge Tracing Model on EdNet Dataset De-Wu Wang Yu Lu Qinggang Meng Penghe Chen 23 0 0 31 Oct 2021
Explainable Student Performance Prediction With Personalized Attention for Explaining Why A Student Fails Kun Niu Xipeng Cao Yicong Yu 23 2 0 15 Oct 2021
Assessing the Performance of Online Students -- New Data, New Approaches, Improved Accuracy Robin Schmucker Jingbo Wang Shijia Hu Tom Mitchell 26 12 0 04 Sep 2021
Towards Interpretable Deep Learning Models for Knowledge Tracing Yu Lu De-Wu Wang Qinggang Meng Penghe Chen 25 36 0 13 May 2020
Variational Item Response Theory: Fast, Accurate, and Expressive Mike Wu R. Davis B. Domingue Chris Piech Noah D. Goodman OffRL 39 52 0 01 Feb 2020
R2DE: a NLP approach to estimating IRT parameters of newly generated questions Luca Benedetto Andrea Cappelli R. Turrin Paolo Cremonesi 34 37 0 21 Jan 2020