ijcai24-cf_tut

IJCAI-24 Tutorial on Counterfactual Explanations: https://sites.google.com/view/tut-counterfactuals-ijcai24/

https://github.com/andreartelt/ijcai24-cf_tut

Science Score: 44.0%

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  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
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  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (4.6%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

IJCAI-24 Tutorial on Counterfactual Explanations: https://sites.google.com/view/tut-counterfactuals-ijcai24/

Basic Info
  • Host: GitHub
  • Owner: andreArtelt
  • License: mit
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 34.2 MB
Statistics
  • Stars: 12
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created almost 2 years ago · Last pushed almost 2 years ago
Metadata Files
Readme License Citation

README.md

All You Ever Need to Know About Counterfactual Explanations -- Fundamentals, Methods, & User Studies for XAI

Homepage

Slides

Hands-On Sessions

This tutorial features two hands-on sessions: 1) A session on computing counterfactual explanations in Python 2) A session on evaluating a user-study.

Computing Counterfactuals in Python

Jupyter notebook Open In Colab

USer-Study Evaluation

Jupyter notebook Open In Colab

How to cite

If you are using / referring to these materials in your own work, please cite

Artelt, A., Keane, M.T., Kuhl, U. (2024). All You Ever Need to Know About Counterfactual Explanations (Tutorial). 33nd International Joint Conference on Artificial Intelligence (IJCAI-24), Jeju, South Korea (August).

Owner

  • Name: André Artelt
  • Login: andreArtelt
  • Kind: user
  • Location: Germany
  • Company: Bielefeld University

PhD student

Citation (CITATION.cff)

cff-version: 1.2.0
authors:
  - family-names: Artelt
    given-names: André
    orcid: "https://orcid.org/0000-0002-2426-3126"
  - family-names: Keane
    given-names: Mark T.
    orcid: "https://orcid.org/0000-0001-7630-9598"
  - family-names: Kuhl
    given-names: Ulrike
    orcid: "https://orcid.org/0000-0002-9405-918X"
contact:
  - family-names: Artelt
    given-names: André
    orcid: "https://orcid.org/0000-0002-2426-3126"
message: "If you are using / referring to these materials in your own work, please cite it using these metadata."
title: "All You Ever Need to Know About Counterfactual Explanations (Tutorial), 33nd International Joint Conference on Artificial Intelligence (IJCAI-24), Jeju, South Korea (August)"
keywords:
  - XAI
  - tutorial
license: MIT
repository-code: "https://github.com/andreArtelt/IJCAI24-CF_Tut"

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