Human-Centric Machine learning

memorize

Code and real data for "Enhancing Human Learning via Spaced Repetition Optimization", PNAS 2019

stackexchange-dump-to-postgres

Python scripts to import StackExchange data dump into Postgres DB.

tpprl

Code and data for "Deep Reinforcement Learning of Marked Temporal Point Processes", NeurIPS 2018

nevae

Code and data for "NeVAE: A Deep Generative Model for Molecular Graphs", AAAI 2019

spaced-selection

Code and real data for "Large-scale randomized experiment reveals machine learning helps people learn and remember more effectively", npj Science of Learning 2021

strategic-decisions

Code and data for decision making under strategic behavior, NeurIPS 2020 & Management Science 2024.

counterfactual-tpp

Code and real data for "Counterfactual Temporal Point Processes", NeurIPS 2022

counterfactual-explanations-mdp

Code for "Counterfactual Explanations in Sequential Decision Making Under Uncertainty", NeurIPS 2021

disease-control

Code and data for "Stochastic Optimal Control of Epidemic Processes in Networks", ML4H at NeurIPS 2018

improve-expert-predictions-conformal-prediction

Code for "Improving Expert Predictions with Prediction Sets" , ICML 2023

classification-under-assistance

Code and data for "Classification Under Human Assistance"

regression-under-assistance

Code and data for "Regression under human assistance", AAAI 2020

counterfactual-continuous-mdp

Code for "Finding Counterfactually Optimal Action Sequences in Continuous State Spaces", NeurIPS 2023.

LVIV-2018

Dynamic Social Network Analysis at the Lviv Data Science Summer School

prediction-powered-ranking

Code for the paper Prediction-Powered Ranking of Large Language Models, Arxiv 2024.

differentiable-learning-under-triage

Code and real data for "Differentiable Learning Under Triage", NeurIPS 2021

human-aligned-calibration

Code for "Human-Aligned Calibration for AI-Assisted Decision Making", NeurIPS 2023

Improve-Screening-via-Calibrated-Subset-Selection

Code for "Improving Screening Processes via Calibrated Subset Selection", ICML 2022

jetbrains-seminar-2019

JetBrains seminar on learning with temporal point process

within-group-monotonicity

Code for "On the Within-group Discrimination of Screening Classifiers", ICML 2023

cfact-inference-second-opinions

Code for "Counterfactual Inference of Second Opinions", UAI 2022

counterfactual-prediction-sets

Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.

fair-decisions

Code for "Fair decisions despite imperfect predictions", AISTATS 2020

pooled-testing

Code for "Pooled Testing of Traced Contacts Under Superspreading Dynamics", PLOS Computational Biology

simulator

Simulator for the spatiotemporal model for Covid-19

hcml-seminar-ws22

Human-Centric Machine Learning Seminar (Winter 2022)

counterfactually-harmless-matching

Code for "Matchings, Predictions and Counterfactual Harm in Refugee Resettlement Processes", arXiv 2024

hcml-seminar-2023

Human-Machine-MDP

towards-human-ai-complementarity-predictions-sets

Code for "Towards Human-AI Complementarity with Predictions Sets", arXiv 2024