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Human-Centric Machine learning

Human-Centric Machine learning at MPI-SWS

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  1. memorize Public

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

    Jupyter Notebook 183 29

  2. strategic-decisions Public

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

    Jupyter Notebook 28 5

  3. counterfactual-tpp Public

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

    Jupyter Notebook 15 3

  4. counterfactual-explanations-mdp Public

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

    Jupyter Notebook 16 3

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

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

    Jupyter Notebook 11 4

  6. within-group-monotonicity Public

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

    Python 3 1

Repositories

Showing 10 of 54 repositories
  • coupled-llm-evaluation Public

    Code for "Evaluation of Large Language Models via Coupled Token Generation", Arxiv 2025.

    Jupyter Notebook 1 0 0 0 Updated Feb 7, 2025
  • hcml-seminar-2024 Public

    Human-Centric Machine Learning Seminar @ RPTU (Winter 2024)

    1 0 0 0 Updated Feb 3, 2025
  • human-alignment-study Public

    This repository contains the study data, analysis code and website code for "Human-Alignment Influences the Utility of AI-assisted Decision Making".

    JavaScript 2 GPL-3.0 0 0 0 Updated Jan 23, 2025
  • controlling-counterfactual-harm-prediction-sets Public

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

    Python 1 0 0 0 Updated Dec 4, 2024
  • counterfactual-llms Public

    Code for "Counterfactual Token Generation in Large Language Models", Arxiv 2024.

    Jupyter Notebook 25 3 0 0 Updated Nov 7, 2024
  • towards-human-ai-complementarity-predictions-sets Public

    Code for "Towards Human-AI Complementarity with Prediction Sets", NeurIPS 2024

    Python 2 MIT 0 0 0 Updated Oct 29, 2024
  • prediction-powered-ranking Public

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

    Jupyter Notebook 9 MIT 1 0 0 Updated Oct 28, 2024
  • improve-expert-predictions-conformal-prediction Public

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

    Jupyter Notebook 11 4 0 0 Updated Aug 20, 2024
  • counterfactual-prediction-sets Public

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

    Python 3 MIT 1 0 0 Updated Jun 12, 2024
  • counterfactually-harmless-matching Public

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

    Python 2 MIT 0 0 0 Updated May 24, 2024
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