Towards Interpretable Deep Learning Models for Knowledge Tracing

Towards Interpretable Deep Learning Models for Knowledge Tracing

13 May 2020

Papers citing "Towards Interpretable Deep Learning Models for Knowledge Tracing"

15 / 15 papers shown

Title
Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory Chun-Kit Yeung 47 115 0 26 Apr 2019
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing Frank Soboczenski H. Kashima 38 161 0 08 Nov 2018
Towards Robust Interpretability with Self-Explaining Neural Networks David Alvarez-Melis Tommi Jaakkola MILM XAI 105 938 0 20 Jun 2018
Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization Chun-Kit Yeung Dit-Yan Yeung AI4Ed 45 256 0 06 Jun 2018
Towards Explanation of DNN-based Prediction with Guided Feature Inversion Mengnan Du Ninghao Liu Qingquan Song Xia Hu FAtt 44 127 0 19 Mar 2018
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 268 2,254 0 24 Jun 2017
Explaining Recurrent Neural Network Predictions in Sentiment Analysis L. Arras G. Montavon K. Müller Wojciech Samek FAtt 45 354 0 22 Jun 2017
"What is Relevant in a Text Document?": An Interpretable Machine Learning Approach L. Arras F. Horn G. Montavon K. Müller Wojciech Samek 49 288 0 23 Dec 2016
Dynamic Key-Value Memory Networks for Knowledge Tracing Jiani Zhang Xingjian Shi Irwin King Dit-Yan Yeung AI4Ed KELM 47 612 0 24 Nov 2016
Identifying individual facial expressions by deconstructing a neural network F. Arbabzadah G. Montavon K. Müller Wojciech Samek CVBM FAtt 34 31 0 23 Jun 2016
Analyzing Classifiers: Fisher Vectors and Deep Neural Networks Sebastian Bach Alexander Binder G. Montavon K. Müller Wojciech Samek 66 199 0 01 Dec 2015
Deep Knowledge Tracing Chris Piech J. Bassen Jonathan Huang Surya Ganguli Mehran Sahami Leonidas Guibas Jascha Narain Sohl-Dickstein AI4Ed HAI 84 1,145 0 19 Jun 2015
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 159 6,760 0 03 Sep 2014
Interpreting Tree Ensembles with inTrees Houtao Deng 65 241 0 23 Aug 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 327 15,825 0 12 Nov 2013