Data

Tools

Indexes

Applications

Experiments

Open Source Science

xai_cost

https://github.com/flodercc/xai_cost

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ✓
    DOI references
    Found 1 DOI reference(s) in README
  • ✓
    Academic publication links
    Links to: zenodo.org
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.6%) to scientific vocabulary
Last synced: 7 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: FloderCC
  • Language: Python
  • Default Branch: main
  • Size: 30.9 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 1
Created about 2 years ago · Last pushed over 1 year ago
Metadata Files
Readme Citation

README.md

XAI Cost

DOI

Repository of the work entitled From Black Box to Transparency: Consistency and Cost within XAI

Structure

This repository has the following structure: ├── src/datasets ├── src/plots ├── src/results ├── src/results_analyzers ├── src/dnn_models.py ├── src/energy_simulator.py ├── src/experiment.py └── src/resources_monitor.py

  • src/datasets/ contains references to the datasets.
  • src/plots/ contains all plots generated by the scripts at src/results_analyzers
  • src/results/ contains all experimentation process logs
  • src/results_analyzers/ contains all script for generating the plots
  • src/dnn_models.py has the Deep Neural Networks code
  • src/energy_simulator.py has the code for energy consumption simulation
  • src/experiment.py has the main code of the experiment
  • src/resources_monitor.py has the code for CPU usage monitoring

Owner

  • Login: FloderCC
  • Kind: user

Citation (CITATION.cff) 

cff-version: 1.2.0
message: If you use this software, please cite it using these metadata.
title: "From Black Box to Transparency: Consistency and Cost within XAI"
authors:
  - family-names: Corona
    given-names: Julio
  - family-names: Rodrigues
    given-names: Pedro
  - family-names: Almeida
    given-names: Leonardo
  - family-names: Teixeira
    given-names: Rafael
  - family-names: Antunes
    given-names: Mário
  - family-names: Aguiar
    given-names: Rui L.
version: "1.0" # Adjust the version accordingly
doi: "10.5281/zenodo.10968681" # Adjust the DOI accordingly
date-released: "2024-04-13" # Adjust the release date if needed
license: Apache-2.0 # Adjust the license if needed
url: "https://zenodo.org/doi/10.5281/zenodo.10968681" # Add your repository URL

GitHub Events

Total
Last Year

Dependencies

requirements.txt pypi
  • SALib ==1.4.7
  • alibi ==0.9.5
  • certifi ==2023.11.17
  • interpret ==0.5.0
  • keras ==2.15.0
  • lime ==0.2.0.1
  • matplotlib ==3.8.2
  • pandas ==2.2.0
  • scikeras ==0.12.0
  • scikit-learn ==1.4.0
  • scipy ==1.12.0
  • seaborn ==0.13.2
  • shap ==0.44.1
  • tensorflow ==2.15.0.post1
  • urllib3 ==2.1.0