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@Networks-Learning

Human-Centric Machine learning

Human-Centric Machine learning at MPI-SWS

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  1. memorize memorize Public

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

    Jupyter Notebook 175 28

  2. strategic-decisions strategic-decisions Public

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

    Jupyter Notebook 26 5

  3. counterfactual-tpp counterfactual-tpp Public

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

    Jupyter Notebook 15 3

  4. counterfactual-explanations-mdp counterfactual-explanations-mdp Public

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

    Jupyter Notebook 15 3

  5. improve-expert-predictions-conformal-prediction improve-expert-predictions-conformal-prediction Public

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

    Jupyter Notebook 9 4

  6. within-group-monotonicity within-group-monotonicity Public

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

    Python 3 1

Repositories

Showing 10 of 50 repositories
  • counterfactual-prediction-sets Public

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

    Networks-Learning/counterfactual-prediction-sets’s past year of commit activity
    Python 2 MIT 1 0 0 Updated Jun 12, 2024
  • controlling-counterfactual-harm-prediction-sets Public

    Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets"

    Networks-Learning/controlling-counterfactual-harm-prediction-sets’s past year of commit activity
    0 0 0 0 Updated Jun 7, 2024
  • towards-human-ai-complementarity-predictions-sets Public

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

    Networks-Learning/towards-human-ai-complementarity-predictions-sets’s past year of commit activity
    Python 2 MIT 0 0 0 Updated May 29, 2024
  • prediction-powered-ranking Public

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

    Networks-Learning/prediction-powered-ranking’s past year of commit activity
    Python 5 MIT 1 0 0 Updated May 27, 2024
  • counterfactually-harmless-matching Public

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

    Networks-Learning/counterfactually-harmless-matching’s past year of commit activity
    Python 1 MIT 0 0 0 Updated May 24, 2024
  • improve-expert-predictions-conformal-prediction Public

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

    Networks-Learning/improve-expert-predictions-conformal-prediction’s past year of commit activity
    Jupyter Notebook 9 4 0 0 Updated Apr 5, 2024
  • strategic-decisions Public

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

    Networks-Learning/strategic-decisions’s past year of commit activity
    Jupyter Notebook 26 5 0 0 Updated Feb 28, 2024
  • Networks-Learning/hcml-seminar-2023’s past year of commit activity
    0 0 0 0 Updated Dec 19, 2023
  • counterfactual-continuous-mdp Public

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

    Networks-Learning/counterfactual-continuous-mdp’s past year of commit activity
    Python 5 1 0 0 Updated Oct 18, 2023
  • human-aligned-calibration Public

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

    Networks-Learning/human-aligned-calibration’s past year of commit activity
    Python 3 MIT 2 0 0 Updated Jul 19, 2023

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