Title
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Student Answer Forecasting: Transformer-Driven Answer Choice Prediction for Language Learning Elena Grazia Gado Tommaso Martorella Luca Zunino Paola Mejia-Domenzain Vinitra Swamy Jibril Frej Tanja Kaser AI4Ed 37 0 0 30 May 2024
Inductive Cognitive Diagnosis for Fast Student Learning in Web-Based Online Intelligent Education Systems Shuo Liu Junhao Shen Hong Qian Aimin Zhou AI4Ed 18 22 0 17 Apr 2024
Survey of Computerized Adaptive Testing: A Machine Learning Perspective Qi Liu Zhuang Yan Haoyang Bi Zhenya Huang Weizhe Huang ... Z. Pardos Haiping Ma Mengxiao Zhu Shijin Wang Enhong Chen AI4Ed 49 9 0 31 Mar 2024
Predictive, scalable and interpretable knowledge tracing on structured domains Hanqi Zhou Robert Bamler Charley M. Wu Álvaro Tejero-Cantero AI4Ed 20 7 0 19 Mar 2024
A Question-centric Multi-experts Contrastive Learning Framework for Improving the Accuracy and Interpretability of Deep Sequential Knowledge Tracing Models Hengyuan Zhang Zitao Liu Chenming Shang Dawei Li Yong Jiang AI4Ed 52 8 0 12 Mar 2024
Improving Low-Resource Knowledge Tracing Tasks by Supervised Pre-training and Importance Mechanism Fine-tuning Hengyuan Zhang Zitao Liu Shuyan Huang Chenming Shang Bojun Zhan Yong Jiang 45 4 0 11 Mar 2024
Symbolic Cognitive Diagnosis via Hybrid Optimization for Intelligent Education Systems Junhao Shen Hong Qian Wei Zhang Aimin Zhou AI4Ed 22 10 0 30 Dec 2023
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning Jiajun Cui Minghe Yu Bo Jiang Aimin Zhou Jianyong Wang Wei Zhang 29 2 0 01 Dec 2023
Cognition-Mode Aware Variational Representation Learning Framework for Knowledge Tracing Moyu Zhang Xinning Zhu Chun-Xiao Zhang Feng Pan Wenchen Qian Hui Zhao 16 0 0 03 Sep 2023
Addressing Selection Bias in Computerized Adaptive Testing: A User-Wise Aggregate Influence Function Approach Soonwoo Kwon Sojung Kim S. Lee Jin-Young Kim Suyeong An Kyuseok Kim 14 3 0 23 Aug 2023
Quiz-based Knowledge Tracing Shuanghong Shen Enhong Chen Bihan Xu Qi Liu Zhenya Huang Linbo Zhu Yu Su AI4Ed 16 3 0 05 Apr 2023
Enhancing Deep Knowledge Tracing with Auxiliary Tasks Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Boyu Gao Weiqing Luo Jian Weng AI4Ed 27 43 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 25 39 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 15 36 0 14 Feb 2023
NeurIPS Competition Instructions and Guide: Causal Insights for Learning Paths in Education Wenbo Gong Digory Smith Zichao Wang Craig Barton Simon Woodhead Nick Pawlowski Joel Jennings Cheng Zhang CML 8 4 0 17 Aug 2022
pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing Models Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Jiliang Tang Weiqing Luo AI4Ed 13 47 0 23 Jun 2022
Pedagogical Word Recommendation: A novel task and dataset on personalized vocabulary acquisition for L2 learners Jamin Shin Juneyoung Park AI4Ed 17 2 0 27 Dec 2021
Identifiable Generative Models for Missing Not at Random Data Imputation Chao Ma Cheng Zhang 33 34 0 27 Oct 2021
CoRGi: Content-Rich Graph Neural Networks with Attention Jooyeon Kim A. Lamb Simon Woodhead Simon L. Peyton Jones Cheng Zheng Miltiadis Allamanis 36 6 0 10 Oct 2021
Assessing the Performance of Online Students -- New Data, New Approaches, Improved Accuracy Robin Schmucker Jingbo Wang Shijia Hu Tom Mitchell 24 12 0 04 Sep 2021
PEEK: A Large Dataset of Learner Engagement with Educational Videos Sahan Bulathwela Maria Perez-Ortiz Erik Novak Emine Yilmaz John Shawe-Taylor 13 11 0 03 Sep 2021
BOBCAT: Bilevel Optimization-Based Computerized Adaptive Testing Aritra Ghosh Andrew S. Lan 6 32 0 17 Aug 2021
Reinforcement Learning for Education: Opportunities and Challenges Adish Singla Anna N. Rafferty Goran Radanović Neil T. Heffernan AI4Ed OffRL 14 41 0 15 Jul 2021
Causally Constrained Data Synthesis for Private Data Release Varun Chandrasekaran Darren Edge S. Jha Amit Sharma Cheng Zhang Shruti Tople SyDa 16 3 0 27 May 2021
A Survey of Knowledge Tracing: Models, Variants, and Applications Shuanghong Shen Qi Liu Zhenya Huang Yonghe Zheng Minghao Yin Minjuan Wang Enhong Chen KELM AI4Ed 28 31 0 06 May 2021
Option Tracing: Beyond Correctness Analysis in Knowledge Tracing Aritra Ghosh Jay Raspat Andrew S. Lan 16 17 0 19 Apr 2021
Contextual HyperNetworks for Novel Feature Adaptation A. Lamb Evgeny S. Saveliev Yingzhen Li Sebastian Tschiatschek Camilla Longden Simon Woodhead José Miguel Hernández-Lobato Richard Turner Pashmina Cameron Cheng Zhang OOD 20 6 0 12 Apr 2021
Explainable Knowledge Tracing Models for Big Data: Is Ensembling an Answer? Tirth Shah Lukas Olson A.D. Sharma Nirmal Patel 17 3 0 10 Nov 2020
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 177 4,222 0 04 May 2011