Human-Centric Machine learning

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52 repositories

controlling-counterfactual-harm-prediction-sets
Public
Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets", NeurIPS 2024.
causality decision-support decision-support-system conformal-prediction harm counterfactuals human-ai-teaming prediction-sets
Python
•0•1•0•0•Updated Dec 4, 2024Dec 4, 2024
hcml-seminar-2024
Public
Human-Centric Machine Learning Seminar @ RPTU (Winter 2024)
0•1•0•0•Updated Dec 3, 2024Dec 3, 2024
counterfactual-llms
Public
Code for "Counterfactual Token Generation in Large Language Models", Arxiv 2024.
token-generation mistral sampling-methods counterfactuals llm mistral-small llama3 llama3-8b
Jupyter Notebook
•1•22•0•0•Updated Nov 7, 2024Nov 7, 2024
towards-human-ai-complementarity-predictions-sets
Public
Code for "Towards Human-AI Complementarity with Prediction Sets", NeurIPS 2024
conformal-prediction decision-support-systems human-ai-complementarity
Python
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MIT License
•0•2•0•0•Updated Oct 29, 2024Oct 29, 2024
prediction-powered-ranking
Public
Code for "Prediction-Powered Ranking of Large Language Models", NeurIPS 2024.
ranking-algorithm llm-eval llm-evaluation llm-evaluation-framework prediction-powered-inference rank-sets
Jupyter Notebook
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MIT License
•1•8•0•0•Updated Oct 28, 2024Oct 28, 2024
improve-expert-predictions-conformal-prediction
Public
Code for "Improving Expert Predictions with Conformal Prediction" , ICML 2023
machine-learning classification-algorithm multiclass-classification conformal-prediction human-ai-teaming
Jupyter Notebook
•4•10•0•0•Updated Aug 20, 2024Aug 20, 2024
counterfactual-prediction-sets
Public
Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.
machine-learning classification-algorithm multiclass-classification conformal-prediction human-ai-teaming prediction-sets
Python
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MIT License
•1•2•0•0•Updated Jun 12, 2024Jun 12, 2024
counterfactually-harmless-matching
Public
Code for "Matchings, Predictions and Counterfactual Harm in Refugee Resettlement Processes", arXiv 2024
Python
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MIT License
•0•1•0•0•Updated May 24, 2024May 24, 2024
strategic-decisions
Public
Code and data for decision making under strategic behavior, NeurIPS 2020 & Management Science 2024.
decision-making incentives explainable-ai explainable-ml counterfactual-explanations algorithmic-recourse strategic-ml
Jupyter Notebook
•5•28•0•0•Updated Feb 28, 2024Feb 28, 2024
hcml-seminar-2023
Public
0•0•0•0•Updated Dec 19, 2023Dec 19, 2023
counterfactual-continuous-mdp
Public
Code for "Finding Counterfactually Optimal Action Sequences in Continuous State Spaces", NeurIPS 2023.
machine-learning decision-making causality markov-decision-processes decision-making-under-uncertainty explainable-ai explainable-ml counterfactuals
Python
•1•6•0•0•Updated Oct 18, 2023Oct 18, 2023
human-aligned-calibration
Public
Code for "Human-Aligned Calibration for AI-Assisted Decision Making", NeurIPS 2023
machine-learning decision-making calibration alignment decision-making-under-uncertainty human-ai explainable-ai explainable-ml human-ai-teaming
Python
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MIT License
•2•3•0•0•Updated Jul 19, 2023Jul 19, 2023
within-group-monotonicity
Public
Code for "On the Within-group Discrimination of Screening Classifiers", ICML 2023
machine-learning decision-making fairness decision-making-under-uncertainty fairness-ml human-ai-teaming
Python
•1•3•0•0•Updated Jun 6, 2023Jun 6, 2023
regression-under-assistance
Public
Code and data for "Regression under human assistance", AAAI 2020
human-ai complementarity human-centered-data-science human-ai-teaming human-centric-ml human-centered-ml
Jupyter Notebook
•3•6•1•0•Updated Mar 29, 2023Mar 29, 2023
disease-control
Public
Code and data for "Stochastic Optimal Control of Epidemic Processes in Networks", ML4H at NeurIPS 2018
machine-learning control networks point-processes disease-control
Jupyter Notebook
•4•12•0•5•Updated Feb 10, 2023Feb 10, 2023
counterfactual-explanations-mdp
Public
Code for "Counterfactual Explanations in Sequential Decision Making Under Uncertainty", NeurIPS 2021
mdp sequential-decision-making-problems explainable-ai explainable-ml counterfactual-explanations counterfactuals markov-deci cognitive-therapy machine-learning
Jupyter Notebook
•3•16•0•0•Updated Feb 8, 2023Feb 8, 2023
memorize
Public
Code and real data for "Enhancing Human Learning via Spaced Repetition Optimization", PNAS 2019
machine-learning control spaced-repetition point-processes algorithm duolingo pnas
Jupyter Notebook
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MIT License
•28•181•0•0•Updated Jan 10, 2023Jan 10, 2023
fair-decisions
Public
Code for "Fair decisions despite imperfect predictions", AISTATS 2020
Python
•2•1•0•0•Updated Nov 22, 2022Nov 22, 2022
hcml-seminar-ws22
Public
Human-Centric Machine Learning Seminar (Winter 2022)
0•0•0•0•Updated Oct 24, 2022Oct 24, 2022
counterfactual-tpp
Public
Code and real data for "Counterfactual Temporal Point Processes", NeurIPS 2022
point-process counterfactual explainable-ai explainable-ml temporal-point-process structural-causal-model gumbel-max
Jupyter Notebook
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MIT License
•3•15•0•0•Updated Sep 26, 2022Sep 26, 2022
stackexchange-dump-to-postgres
Public
Python scripts to import StackExchange data dump into Postgres DB.
python postgres database stackexchange-dump data-dump stackoverflow-data
Python
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MIT License
•29•85•5•1•Updated Jul 6, 2022Jul 6, 2022
Human-Machine-MDP
Public
Jupyter Notebook
•1•0•0•0•Updated Jun 22, 2022Jun 22, 2022
cfact-inference-second-opinions
Public
Code for "Counterfactual Inference of Second Opinions", UAI 2022
causality causal-inference counterfactual-explanations human-ai-teaming counterfactual-inference gumbel-max uai2022 machine-learning
Python
•1•3•0•0•Updated May 17, 2022May 17, 2022
pooled-testing
Public
Code for "Pooled Testing of Traced Contacts Under Superspreading Dynamics", PLOS Computational Biology
overdispersion group-testing coronavirus covid-19 superspreading-events pooled-testing
Jupyter Notebook
•1•1•0•0•Updated Apr 6, 2022Apr 6, 2022
Improve-Screening-via-Calibrated-Subset-Selection
Public
Code for "Improving Screening Processes via Calibrated Subset Selection", ICML 2022
machine-learning calibration screening uncertainty-quantification conformal-prediction human-ai-teaming
Python
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MIT License
•2•3•0•0•Updated Mar 15, 2022Mar 15, 2022
differentiable-learning-under-triage
Public
Code and real data for "Differentiable Learning Under Triage", NeurIPS 2021
classifier supervised-learning human-ai complementarity human-ai-teaming algorithmic-triage machine-learning deep-learning
Jupyter Notebook
•2•3•0•0•Updated Nov 19, 2021Nov 19, 2021
spaced-selection
Public
Code and real data for "Large-scale randomized experiment reveals machine learning helps people learn and remember more effectively", npj Science of Learning 2021
memory spaced-repetition arxiv hlr spaced-repetition-algorithm hlr-model
Jupyter Notebook
•6•32•0•0•Updated Sep 6, 2021Sep 6, 2021
classification-under-assistance
Public
Code and data for "Classification Under Human Assistance"
human-centered-data-science human-centric-ml human-centered-ml
Python
•2•6•0•0•Updated Jun 25, 2020Jun 25, 2020
simulator
Public
Simulator for the spatiotemporal model for Covid-19
Jupyter Notebook
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MIT License
•33•1•0•0•Updated Apr 30, 2020Apr 30, 2020
nevae
Public
Code and data for "NeVAE: A Deep Generative Model for Molecular Graphs", AAAI 2019
machine-learning deep-learning graphs drug-discovery drug-design
Python
•14•54•3•0•Updated Nov 22, 2019Nov 22, 2019