epfl-ml4ed Goto Github PK

beerslaw-lab

Code for "Generalisable Methods for Early Prediction in Interactive Simulations for Education" published at EDM 2022.

behavioral-bias-investigation

behavioral-oversampling

Repository for the LAK 2023 paper: "Protected Attributes Tell Us Who, Behavior Tells Us How: A Comparison of Demographic and Behavioral Oversampling for Fair Student Success Modeling" by Jade Mai Cock, Muhammad Bilal, Richard Lee Davis, Mirko Marras and Tanja Käser

bias-at-a-second-glance

Bias analysis of german language models (BERT, T5, GPT2), with a case study on educational peer review data.

courserec

evaluating-explainers

Comparing 5 different XAI techniques (LIME, PermSHAP, KernelSHAP, DiCE, CEM) through quantitative metrics. Published at EDM 2022.

evolutionary-srl-clustering

Code for the paper "Evolutionary Clustering of Apprentices' Behavior in Online Learning Journals for Vocational Education" published at SFUVET 2022.

fc-clustering

Code for the paper "Identifying and Comparing Multi-Dimensional Student Profiles across Flipped Classrooms" published at AIED 2022.

flipped-classroom

Success prediction in flipped classrooms via clickstreams. Published at EDM 2021.

gelex

inquiry-skills

Teaching and measuring inquiry skills in interactive simulations, published at AIED 2024.

interpretable-clustering

Explainable clustering method used to extract interpretable student profiles. Featured at AIED 2024.

interpretcc

InterpretCC, an inherently interpretable neural network architecture

jcrec

jdpls-tutorial

Student Modeling (Bayesian Knowledge Tracing) lecture for the JDPLS program.

meta-transfer-learning

Models to warm-start student pass/fail performance prediction trained using meta-transfer learning on 26 courses, 100k students, and millions of interactions. Published at L@S 2022.

mlbd-2021

Lab Materials for the EPFL Course on Machine Learning for Behavioral Data CS-421, Spring 2021.

mlbd-2022

Lab Materials for the EPFL Course on Machine Learning for Behavioral Data CS-421, Spring 2022.

mlbd-2023

Lab Materials for the EPFL Course on Machine Learning for Behavioral Data CS-421, Spring 2023.

mlbd-exam-2022

mock-exam-2022

pharmasimtext-llm-rl

ripple

Interpretability on raw time series with graph neural nets and concept activation vectors. Featured at AAAI 2023.

runai-tutorial

seq_courserec

skillthrills

Prototype of the SubProject 03 for the SCESC Innosuisse Project

srl-navigation

trusting-explainers

Validating post-hoc explainers with learning science experts (LAK 2023).

unraveling-llm-bias

Downstream bias analysis (WEAT, SEAT, GenBit) for real-time educational writing support using LLMs. Published at EMNLP Findings 2023.