Human-Centric Machine learning

counterfactual-explanations-mdp

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

counterfactual-tpp

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

hdhp.py

Code for "Hierarchical Dirichlet-Hawkes process: generative model and inference algorithm", WWW 2017

improve-expert-predictions-conformal-prediction

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

memorize

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

nevae

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

stackexchange-dump-to-postgres

Python scripts to import StackExchange data dump into Postgres DB.

strategic-decisions

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

tpprl

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

within-group-monotonicity

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

Networks-Learning/memorize

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

Networks-Learning/stackexchange-dump-to-postgres

Python scripts to import StackExchange data dump into Postgres DB.

Networks-Learning/nevae

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

Networks-Learning/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

Networks-Learning/strategic-decisions

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

Networks-Learning/counterfactual-explanations-mdp

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

Networks-Learning/counterfactual-tpp

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

Networks-Learning/disease-control

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

Networks-Learning/improve-expert-predictions-conformal-prediction

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

Networks-Learning/prediction-powered-ranking

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

Networks-Learning/classification-under-assistance

Code and data for "Classification Under Human Assistance"

Networks-Learning/regression-under-assistance

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

Networks-Learning/counterfactual-continuous-mdp

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

Networks-Learning/LVIV-2018

Dynamic Social Network Analysis at the Lviv Data Science Summer School

Networks-Learning/differentiable-learning-under-triage

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

Networks-Learning/human-aligned-calibration

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

Networks-Learning/Improve-Screening-via-Calibrated-Subset-Selection

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

Networks-Learning/jetbrains-seminar-2019

JetBrains seminar on learning with temporal point process

Networks-Learning/within-group-monotonicity

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

Networks-Learning/cfact-inference-second-opinions

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

Networks-Learning/counterfactual-prediction-sets

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

Networks-Learning/towards-human-ai-complementarity-predictions-sets

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

Networks-Learning/counterfactually-harmless-matching

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

Networks-Learning/fair-decisions

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

Networks-Learning/pooled-testing

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

Networks-Learning/simulator

Simulator for the spatiotemporal model for Covid-19

Networks-Learning/hcml-seminar-ws22

Human-Centric Machine Learning Seminar (Winter 2022)

Networks-Learning/controlling-counterfactual-harm-prediction-sets

Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets", Arxiv 2024.

Networks-Learning/hcml-seminar-2023

Networks-Learning/Human-Machine-MDP