Welcome to T-SHIELD’s documentation!

Contents:

• 1. Introduction
• 2. Installation
• 3. Usage
  • 3.1. Example
  • 3.2. Training and validation phase
  • 3.3. Testing phase
  • 3.4. Test models with the xAI evaluatin metrics of th ReVel framework
  • 3.5. REVEL metrics calculation for a model trained on the Flowers dataset
• 4. Functionality for reproducibility
  • rshield()
  • xshield()
  • classifier()
  • train_step()
  • validation_step()

Bibliography

[SGarciaLH24]

Iván Sevillano-García, Julián Luengo, and Francisco Herrera. Shield: a regularization technique for explainable artificial intelligence. arXiv preprint arXiv:2404.02611, 2024.