Notes: All events on the 27th (EDM’22 workshops, Alan Turing Intelligence in Education Event of the ATI@Durham Network, DC = Doctoral Consortium) are open to AIED’22 registrants.
Detailed information on all AIED Sessions follows below.
Session Chair: Alexandra I. Cristea (Onsite) Date: 27/07/2022 Time: 16:20-18:40 (BST) Room: TLC042; Schedule available here
Full Papers
Slot #1 Session: Fairness and equity Session Chairs: Roberta Galici (Onsite), Yo Ehara (Online) Date: 28/07/2022 Time: 10:20-12:00 (BST) Room: TLC042
ID
Title
Authors
265
An Intelligent Interactive Support System for Word Usage Learning in Second Languages
Yo Ehara
158
Experts’ View on Challenges and Needs for Fairness in Artificial Intelligence for Education
Gianni Fenu, Roberta Galici and Mirko Marras
73
Investigating the Effectiveness of Visual Learning Analytics in Active Video Watching
Negar Mohammadhassan and Tanja Mitrovic
221
Educational Equity Through Combined Human-AI Personalization: A Propensity Matching Evaluation
Danielle R. Chine, Cassandra Brentley, Carmen Thomas-Browne, J. Elizabeth Richey, Abdulmenaf Gul, Paulo F. Carvalho, Lee Branstetter and Kenneth R. Koedinger
Session: Curriculum and Instruction Session Chair: Shabana K M Date: 28/07/2022 Time: 10:20-12:00 (BST) Room: TLC033
ID
Title
Authors
189
CurriculumTutor: An adaptive algorithm for mastering a curriculum
Shabana K M and Chandrashekar Lakshminarayanan
50
Preparing future learning with novel visuals by supporting representational competencies
Jihyun Rho, Martina Rau and Barry Van Veen
87
Debiasing Politically Motivated Reasoning with Value-Adaptive Instruction
Nicholas Diana, John Stamper, Kenneth Koedinger and Jessica Hammer
57
Embodied Learning with Physical and Virtual Manipulatives in an Intelligent Tutor for Chemistry
Joel Beier and Martina Rau
Slot #2 Session: Assessment Session Chair: Alexandra I. Cristea (Onsite), Pei Hua Cher (Online) Date: 28/07/2022 Time: 15:20-17:00 (BST) Room: TLC042
ID
Title
Authors
283
A Basic Study on Growth Indicators Based on Qualitative Evaluation of Strokes in Drawing Works at Art Education
Kanato Sugii, Takashi Nagai and Mizue Kayama
30
A Causal Inference Study on the Effects of First Year Workload on the Dropout Rate of Undergraduates
Marzieh Karimi-Haghighi, Carlos Castillo and Davinia Hernández-Leo
134
Machine learning techniques to evaluate lesson objectives
Pei Hua Cher, Jason Wen Yau Lee and Fernando Bello
212
Evaluating AI-Generated Questions: A Mixed-Methods Analysis Using Question Data and Student Perceptions
Rachel Van Campenhout, Martha Hubertz and Benny Johnson
Session: Personalised Learning Session Chairs: Adam Linson (Onsite), Alex Goslen (Online) Date: 28/07/2022 Time: 15:20-17:00 (BST) Room: TLC033
ID
Title
Authors
40
Adaptive Scaffolding in Block-Based Programming via Synthesizing New Tasks as Pop Quizzes
Ahana Ghosh, Sebastian Tschiatschek, Sam Devlin and Adish Singla
257
Scaling Mixed-Methods Formative Assessments (mixFA) in Classrooms: A Clustering Pipeline to Identify Student Knowledge
Xinyue Chen and Xu Wang
51
Leveraging Student Goal Setting for Real-Time Plan Recognition in Game Based Learning
Alex Goslen, Dan Carpenter, Jonathan Rowe, Nathan Henderson, Roger Azevedo and James Lester
46
Identifying student struggle by analyzing facial movement during asynchronous video lecture viewing: Towards an automated tool to support instructors
Adam Linson, Yucheng Xu, Andrea R. English and Robert B. Fisher
Slot #3 Session: AIED with Diversity Session Chair: Maria Mercedes T. Rodrigo (Onsite) Date: 29/07/2022 Time: 10:20-12:00 (BST) Room: TLC042
ID
Title
Authors
66
How do A/B Testing and secondary data analysis on AIED systems influence future research?
Nidhi Nasiar, Ryan Baker, Jialian Li and Weiyi Gong
245
Clustering Learner’s Metacognitive Judgement Accuracy and Bias to Explore Learning with AIEd Systems
Megan Wiedbusch, Nathan Sonnenfeld, Daryn Dever and Roger Azevedo
41
Learning profiles to assess educational prediction systems
Amal Ben Soussia, Célina Treuillier, Azim Roussanaly and Anne Boyer
104
Towards Human-like Educational Question Generation with Large Language Models
Zichao Wang, Jakob Valdez, Debshila Basu Mallick and Richard Baraniuk
Session: Large Scale AIED Session Chairs: Anthony Botelho (Onsite), Zhuqian Zhou (Online) Date: 29/07/2022 Time: 10:20-12:00 (BST) Room: TLC033
ID
Title
Authors
143
Combining Artificial Intelligence and Edge Computing to Reshape Distance Education : (Case Study: K-12 Learners)
Chahrazed Labba, Rabie Ben-Atitallah and Anne Boyer
161
Balancing Fined-tuned Machine Learning Models between Continuous and Discrete Variables – A Comprehensive Analysis using Educational Data
Efthyvoulos Drousiotis, Panagiotis Pentaliotis, Lei Shi and Alexandra I. Cristea
177
Deep Learning or Deep Ignorance? Comparing Untrained Recurrent Models in Educational Contexts
Anthony F. Botelho, Ethan Prihar and Neil Heffernan
248
Towards an Inclusive and Socially Committed Community in Artificial Intelligence in Education: a Social Network Analysis of the Evolution of Authorship and Research Topics over 8 Years and 2509 Papers
Yipu Zheng, Zhuqian Zhou and Paulo Blikstein
Slot #4 Session: Towards Personalised Learning Session Chairs: Haruki Oka (Onsite), Min Chi (Online) Date: 29/07/2022 Time: 15:35-17:15 (BST) Room: TLC113
ID
Title
Authors
260
Student-Tutor Mixed-Initiative Decision-making Supported by Deep Reinforcement Learning
Song Ju, Xi Yang, Tiffany Barnes and Min Chi
123
Fully Automated Short Answer Scoring of the Trial Tests for Common Entrance Examinations for Japanese University
Enhancing auto-scoring of student open-responses in the presence of mathematical terms and expressions
Sami Baral, Karthik Seetharaman, Anthony Botelho, Anzhuo Wang, George Heineman and Neil Heffernan
214
Investigating Student Interest and Engagement in Game-Based Learning Environments
Jiayi Zhang, Stephen Hutt, Jaclyn Ocumpaugh, Nathan Henderson, Alex Goslen, Jonathan P. Rowe, Kristy Elizabeth Boyer, Eric Wiebe, Bradford Mott and James Lester
153
Modeling perspective taking and knowledge use in collaborative explanation: Investigation by laboratory experiment and computer simulation using ACT-R
Yugo Hayashi and Shigen Shimojo
170
GARFIELD: A Recommender System to Personalize Gamified Learning
Luiz Rodrigues, Armando Toda, Filipe Dwan Pereira, Paula Palomino, Ana Klock, Marcela Pessoa, David Oliveira, Isabela Gasparini, Elaine Oliveira, Alexandra I. Cristea and Seiji Isotani
284
Multitask Summary Scoring with Longformers
Robert Botarleanu, Mihai Dascalu, Danielle McNamara, Laura Allen and Scott Crossley
178
An Exploratory Classroom Study into Orchestrating Dynamic Transitions between Individual and Collaborative AI-tutored Problem Solving
Kexin Yang, Zijing Lu, Vanessa Echeverria, Jonathan Sewall, Luettamae Lawrence, Nikol Rummel and Vincent Aleven